March Madness 2019

R Packages

packages <- c("tidyverse", "kableExtra", "broom", "broomExtra", "gganimate")
xfun::pkg_attach(packages, message = F)

Functions

nice_tables <- function(table) {
  table %>%
    kable() %>% 
    kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive")) %>% scroll_box(width = "100%", height = "200px")
}

Regular Season

FGM - field goals made
FGA - field goals attempted
FGM3 - three pointers made
FGA3 - three pointers attempted
FTM - free throws made
FTA - free throws attempted
OR - offensive rebounds
DR - defensive rebounds
Ast - assists
TO - turnovers committed
Stl - steals
Blk - blocks
PF - personal fouls committed

df_regular_season <- read_csv("data/RegularSeasonDetailedResults.csv")

## Parsed with column specification:
## cols(
##   .default = col_double(),
##   WLoc = col_character()
## )

## See spec(...) for full column specifications.

df_regular_season <- df_regular_season %>%
  rowwise() %>%
  mutate(WFGM2 = WFGM-WFGM3,
         WFGA2 = WFGA-WFGA3,
         LFGM2 = LFGM-LFGM3,
         LFGA2 = LFGM-LFGA3,
         diff_score = WScore-LScore,
         team_id_pair = paste0(sort(c(WTeamID, LTeamID)), collapse = "_")) %>%
  select(-DayNum, -WTeamID, -WScore, -LTeamID, -LScore, -WLoc, -NumOT, -WFGM, -WFGA, -LFGM, -LFGA) %>%
  ungroup()

df_regular_season[2:28] <- apply(df_regular_season[2:28], 2, scale)

Summary

summary(df_regular_season) %>%
  nice_tables() %>%
  scroll_box(width = "100%")

`Season </th>`	`WFGM3 </th>`	`WFGA3 </th>`	`WFTM </th>`	`WFTA </th>`	`WOR </th>`	`WDR </th>`	`WAst </th>`	`WTO </th>`	`WStl </th>`	`WBlk </th>`	`WPF </th>`	`LFGM3 </th>`	`LFGA3 </th>`	`LFTM </th>`	`LFTA </th>`	`LOR </th>`	`LDR </th>`	`LAst </th>`	`LTO </th>`	`LStl </th>`	`LBlk </th>`	`LPF </th>`	`WFGM2 </th>`	`WFGA2 </th>`	`LFGM2 </th>`	`LFGA2 </th>`	diff_score	team_id_pair
Min. :2003	Min. :-2.30856	Min. :-3.00802	Min. :-2.58287	Min. :-2.80023	Min. :-2.649323	Min. :-4.2024	Min. :-3.1118	Min. :-2.978797	Min. :-2.2418	Min. :-1.5539	Min. :-3.5004	Min. :-2.172191	Min. :-3.10974	Min. :-2.27245	Min. :-2.52914	Min. :-2.6569	Min. :-3.8708	Min. :-3.0640	Min. :-3.24720	Min. :-2.175211	Min. :-1.40690	Min. :-3.49597	Min. :-3.616074	Min. :-3.91814	Min. :-3.3739	Min. :-5.70169	Min. :-1.1951	Length:82041
1st Qu.:2007	1st Qu.:-0.66693	1st Qu.:-0.75224	1st Qu.:-0.66490	1st Qu.:-0.71015	1st Qu.:-0.717250	1st Qu.:-0.7321	1st Qu.:-0.6190	1st Qu.:-0.748501	1st Qu.:-0.6479	1st Qu.:-0.7444	1st Qu.:-0.6010	1st Qu.:-0.723445	1st Qu.:-0.73557	1st Qu.:-0.78347	1st Qu.:-0.71205	1st Qu.:-0.7571	1st Qu.:-0.7802	1st Qu.:-0.6524	1st Qu.:-0.75952	1st Qu.:-0.731400	1st Qu.:-0.91683	1st Qu.:-0.62448	1st Qu.:-0.639179	1st Qu.:-0.62040	1st Qu.:-0.5893	1st Qu.:-0.62684	1st Qu.:-0.7599	Class :character
Median :2011	Median :-0.01028	Median :-0.05815	Median :-0.02558	Median :-0.09542	Median : 0.007277	Median :-0.1197	Median :-0.1658	Median :-0.005069	Median :-0.0103	Median :-0.3397	Median :-0.1177	Median : 0.000927	Median :-0.05724	Median :-0.03899	Median :-0.01317	Median :-0.0447	Median :-0.1179	Median :-0.1165	Median :-0.08106	Median :-0.009494	Median : 0.06329	Median : 0.03818	Median :-0.001273	Median :-0.09276	Median :-0.1252	Median :-0.02979	Median :-0.2159	Mode :character
Mean :2011	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.000000	Mean : 0.0000	Mean : 0.0000	Mean : 0.000000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.000000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.000000	Mean : 0.00000	Mean : 0.00000	Mean : 0.000000	Mean : 0.00000	Mean : 0.0000	Mean : 0.00000	Mean : 0.0000	NA
3rd Qu.:2015	3rd Qu.: 0.64638	3rd Qu.: 0.63594	3rd Qu.: 0.61374	3rd Qu.: 0.64225	3rd Qu.: 0.731804	3rd Qu.: 0.6969	3rd Qu.: 0.5141	3rd Qu.: 0.738364	3rd Qu.: 0.6273	3rd Qu.: 0.4698	3rd Qu.: 0.6071	3rd Qu.: 0.725300	3rd Qu.: 0.62109	3rd Qu.: 0.70550	3rd Qu.: 0.68570	3rd Qu.: 0.6677	3rd Qu.: 0.5443	3rd Qu.: 0.6873	3rd Qu.: 0.59740	3rd Qu.: 0.712411	3rd Qu.: 0.55336	3rd Qu.: 0.70083	3rd Qu.: 0.636634	3rd Qu.: 0.69870	3rd Qu.: 0.5709	3rd Qu.: 0.71651	3rd Qu.: 0.4369	NA
Max. :2018	Max. : 6.22792	Max. : 6.53567	Max. : 5.08901	Max. : 5.43714	Max. : 6.528022	Max. : 5.5962	Max. : 5.7263	Max. : 4.951145	Max. : 6.0467	Max. : 6.9457	Max. : 5.6811	Max. : 5.795908	Max. : 6.55651	Max. : 5.54467	Max. : 5.99718	Max. : 5.8920	Max. : 6.0633	Max. : 5.2425	Max. : 6.02507	Max. : 5.765750	Max. : 7.41426	Max. : 5.56027	Max. : 6.165153	Max. : 5.71126	Max. : 5.4439	Max. : 4.44802	Max. : 6.8560	NA

Correlation Matrix

df_reg_season_nested <- df_regular_season %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  nest() %>%
  mutate(cor_mat = map(data, cor),
         cor_mat_long = map(cor_mat, reshape::melt)) %>%
  select(-data, -cor_mat) %>%
  unnest()

ggplot(df_reg_season_nested, aes(X1, X2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(title = 'Year: {round(frame_time,0)}',
       x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1)) +
  transition_time(Season)

First-Level Analysis

df_level1_tidy <- df_regular_season %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")

df_level1_tidy %>% 
  nice_tables()

Season	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0000000	-1.979706e+01	0.0000000	0.0000000	TRUE
2003	WFGM3	0.9941226	2.394939e+15	0.0000000	0.0000000	TRUE
2003	WFGA3	0.0000000	-6.192058e+00	0.0000000	0.0000000	TRUE
2003	WFTM	0.6807120	1.303040e+15	0.0000000	0.0000000	TRUE
2003	WFTA	0.0000000	-5.829533e+00	0.0000000	0.0000000	TRUE
2003	WOR	0.0000000	6.552423e+00	0.0000000	0.0000000	TRUE
2003	WDR	0.0000000	-4.752904e+00	0.0000021	0.0000030	TRUE
2003	WAst	0.0000000	8.436962e+00	0.0000000	0.0000000	TRUE
2003	WTO	0.0000000	6.799391e+00	0.0000000	0.0000000	TRUE
2003	WStl	0.0000000	1.104628e+01	0.0000000	0.0000000	TRUE
2003	WBlk	0.0000000	-2.450628e-01	0.8064188	0.8064188	FALSE
2003	WPF	0.0000000	-1.117877e+01	0.0000000	0.0000000	TRUE
2003	LFGM3	-0.9011833	-2.897565e+15	0.0000000	0.0000000	TRUE
2003	LFGA3	0.0000000	-2.212678e+00	0.0269689	0.0333900	TRUE
2003	LFTM	-0.5845566	-1.443462e+15	0.0000000	0.0000000	TRUE
2003	LFTA	0.0000000	-8.301560e-01	0.4064938	0.4403682	FALSE
2003	LOR	0.0000000	-3.238996e+00	0.0012081	0.0015705	TRUE
2003	LDR	0.0000000	1.226669e+01	0.0000000	0.0000000	TRUE
2003	LAst	0.0000000	3.598701e+00	0.0003232	0.0004423	TRUE
2003	LTO	0.0000000	-1.040004e+01	0.0000000	0.0000000	TRUE
2003	LStl	0.0000000	-4.292546e-01	0.6677581	0.6944684	FALSE
2003	LBlk	0.0000000	1.064569e+00	0.2871271	0.3245785	FALSE
2003	LPF	0.0000000	1.562438e+00	0.1182538	0.1397545	FALSE
2003	WFGM2	1.0233362	1.891790e+15	0.0000000	0.0000000	TRUE
2003	WFGA2	0.0000000	-4.960654e+00	0.0000007	0.0000011	TRUE
2003	LFGM2	-0.9377324	-2.871215e+15	0.0000000	0.0000000	TRUE
2004	(Intercept)	0.0000000	5.030884e+01	0.0000000	0.0000000	TRUE
2004	WFGM3	0.9941226	1.788613e+15	0.0000000	0.0000000	TRUE
2004	WFGA3	0.0000000	1.334601e+00	0.1820739	0.2491537	FALSE
2004	WFTM	0.6807120	9.677985e+14	0.0000000	0.0000000	TRUE
2004	WFTA	0.0000000	1.190567e+00	0.2338856	0.2882012	FALSE
2004	WOR	0.0000000	-4.985074e-01	0.6181505	0.6696631	FALSE
2004	WDR	0.0000000	5.480440e+00	0.0000000	0.0000001	TRUE
2004	WAst	0.0000000	-3.354839e+00	0.0008006	0.0014869	TRUE
2004	WTO	0.0000000	-1.568997e+00	0.1167183	0.1685931	FALSE
2004	WStl	0.0000000	-3.915907e+00	0.0000914	0.0001828	TRUE
2004	WBlk	0.0000000	-4.140443e+00	0.0000353	0.0000834	TRUE
2004	WPF	0.0000000	-7.219606e+00	0.0000000	0.0000000	TRUE
2004	LFGM3	-0.9011833	-2.075212e+15	0.0000000	0.0000000	TRUE
2004	LFGA3	0.0000000	-4.017777e+00	0.0000597	0.0001293	TRUE
2004	LFTM	-0.5845566	-1.070901e+15	0.0000000	0.0000000	TRUE
2004	LFTA	0.0000000	1.013915e+00	0.3106772	0.3512004	FALSE
2004	LOR	0.0000000	6.031957e+00	0.0000000	0.0000000	TRUE
2004	LDR	0.0000000	-2.850140e+00	0.0043897	0.0071332	TRUE
2004	LAst	0.0000000	3.221356e+00	0.0012848	0.0022271	TRUE
2004	LTO	0.0000000	1.165538e+00	0.2438626	0.2882012	FALSE
2004	LStl	0.0000000	4.235595e-01	0.6719071	0.6987834	FALSE
2004	LBlk	0.0000000	2.018036e+00	0.0436462	0.0667530	FALSE
2004	LPF	0.0000000	-1.402194e-01	0.8884929	0.8884929	FALSE
2004	WFGM2	1.0233362	1.395443e+15	0.0000000	0.0000000	TRUE
2004	WFGA2	0.0000000	1.166524e+00	0.2434639	0.2882012	FALSE
2004	LFGM2	-0.9377324	-2.046137e+15	0.0000000	0.0000000	TRUE
2005	(Intercept)	0.0000000	1.695642e+01	0.0000000	0.0000000	TRUE
2005	WFGM3	0.9941226	1.755597e+15	0.0000000	0.0000000	TRUE
2005	WFGA3	0.0000000	-1.121781e+00	0.2620134	0.4007264	FALSE
2005	WFTM	0.6807120	9.775806e+14	0.0000000	0.0000000	TRUE
2005	WFTA	0.0000000	-2.484923e-01	0.8037645	0.8968349	FALSE
2005	WOR	0.0000000	2.174751e-01	0.8278476	0.8968349	FALSE
2005	WDR	0.0000000	-8.437869e-01	0.3988319	0.5714839	FALSE
2005	WAst	0.0000000	7.296820e-02	0.9418346	0.9418346	FALSE
2005	WTO	0.0000000	3.093288e+00	0.0019913	0.0047066	TRUE
2005	WStl	0.0000000	-4.856229e+00	0.0000012	0.0000036	TRUE
2005	WBlk	0.0000000	-2.736494e-01	0.7843662	0.8968349	FALSE
2005	WPF	0.0000000	-9.417962e+00	0.0000000	0.0000000	TRUE
2005	LFGM3	-0.9011833	-2.120296e+15	0.0000000	0.0000000	TRUE
2005	LFGA3	0.0000000	-2.236501e+00	0.0253662	0.0549601	FALSE
2005	LFTM	-0.5845566	-1.084859e+15	0.0000000	0.0000000	TRUE
2005	LFTA	0.0000000	8.106245e-01	0.4176229	0.5714839	FALSE
2005	LOR	0.0000000	-4.030400e-01	0.6869374	0.8504939	FALSE
2005	LDR	0.0000000	2.177892e+00	0.0294642	0.0589284	FALSE
2005	LAst	0.0000000	-1.327528e+00	0.1843992	0.3196253	FALSE
2005	LTO	0.0000000	-4.121156e+00	0.0000384	0.0000997	TRUE
2005	LStl	0.0000000	4.503136e-01	0.6525053	0.8482569	FALSE
2005	LBlk	0.0000000	-1.411260e+00	0.1582350	0.2938650	FALSE
2005	LPF	0.0000000	1.269122e+00	0.2044609	0.3322490	FALSE
2005	WFGM2	1.0233362	1.371287e+15	0.0000000	0.0000000	TRUE
2005	WFGA2	0.0000000	1.318410e-01	0.8951158	0.9309204	FALSE
2005	LFGM2	-0.9377324	-2.066016e+15	0.0000000	0.0000000	TRUE
2006	(Intercept)	0.0000000	3.733268e+01	0.0000000	0.0000000	TRUE
2006	WFGM3	0.9941226	2.142238e+15	0.0000000	0.0000000	TRUE
2006	WFGA3	0.0000000	1.313864e+00	0.1889556	0.3070528	FALSE
2006	WFTM	0.6807120	1.151479e+15	0.0000000	0.0000000	TRUE
2006	WFTA	0.0000000	-9.400156e-01	0.3472575	0.4514348	FALSE
2006	WOR	0.0000000	-1.177234e+00	0.2391613	0.3657760	FALSE
2006	WDR	0.0000000	-4.303573e+00	0.0000171	0.0000405	TRUE
2006	WAst	0.0000000	3.093422e+00	0.0019902	0.0039803	TRUE
2006	WTO	0.0000000	4.613255e+00	0.0000041	0.0000118	TRUE
2006	WStl	0.0000000	1.832788e+00	0.0668970	0.1242372	FALSE
2006	WBlk	0.0000000	-1.011563e+00	0.3117987	0.4503759	FALSE
2006	WPF	0.0000000	-1.635069e+00	0.1021012	0.1769754	FALSE
2006	LFGM3	-0.9011833	-2.573329e+15	0.0000000	0.0000000	TRUE
2006	LFGA3	0.0000000	-5.700349e-01	0.5686811	0.6720776	FALSE
2006	LFTM	-0.5845566	-1.309339e+15	0.0000000	0.0000000	TRUE
2006	LFTA	0.0000000	3.692890e-02	0.9705432	0.9705432	FALSE
2006	LOR	0.0000000	-7.190550e-02	0.9426802	0.9705432	FALSE
2006	LDR	0.0000000	4.408534e+00	0.0000106	0.0000277	TRUE
2006	LAst	0.0000000	-3.489234e+00	0.0004888	0.0010591	TRUE
2006	LTO	0.0000000	-5.439354e+00	0.0000001	0.0000002	TRUE
2006	LStl	0.0000000	4.149756e-01	0.6781786	0.7666367	FALSE
2006	LBlk	0.0000000	1.807683e-01	0.8565572	0.9279370	FALSE
2006	LPF	0.0000000	-7.305058e-01	0.4651173	0.5758595	FALSE
2006	WFGM2	1.0233362	1.691823e+15	0.0000000	0.0000000	TRUE
2006	WFGA2	0.0000000	9.491706e-01	0.3425824	0.4514348	FALSE
2006	LFGM2	-0.9377324	-2.469503e+15	0.0000000	0.0000000	TRUE
2007	(Intercept)	0.0000000	9.698455e+00	0.0000000	0.0000000	TRUE
2007	WFGM3	0.9941226	4.839672e+14	0.0000000	0.0000000	TRUE
2007	WFGA3	0.0000000	2.341740e+00	0.0192330	0.0500057	FALSE
2007	WFTM	0.6807120	2.619762e+14	0.0000000	0.0000000	TRUE
2007	WFTA	0.0000000	2.249037e+00	0.0245533	0.0580351	FALSE
2007	WOR	0.0000000	-1.868488e+00	0.0617523	0.1143581	FALSE
2007	WDR	0.0000000	-3.831649e+00	0.0001288	0.0004187	TRUE
2007	WAst	0.0000000	-2.128609e+00	0.0333352	0.0722263	FALSE
2007	WTO	0.0000000	2.091190e+00	0.0365612	0.0731224	FALSE
2007	WStl	0.0000000	-7.084174e-01	0.4787190	0.6223347	FALSE
2007	WBlk	0.0000000	6.568743e-01	0.5112919	0.6330280	FALSE
2007	WPF	0.0000000	-1.101923e+00	0.2705479	0.4396403	FALSE
2007	LFGM3	-0.9011833	-5.933932e+14	0.0000000	0.0000000	TRUE
2007	LFGA3	0.0000000	9.939642e-01	0.3202882	0.4686172	FALSE
2007	LFTM	-0.5845566	-2.947506e+14	0.0000000	0.0000000	TRUE
2007	LFTA	0.0000000	2.225042e-01	0.8239305	0.8925914	FALSE
2007	LOR	0.0000000	-3.672503e-01	0.7134478	0.8431656	FALSE
2007	LDR	0.0000000	2.271285e-01	0.8203331	0.8925914	FALSE
2007	LAst	0.0000000	5.807710e-02	0.9536895	0.9536895	FALSE
2007	LTO	0.0000000	-2.692629e+00	0.0071127	0.0205477	TRUE
2007	LStl	0.0000000	9.556503e-01	0.3392950	0.4686172	FALSE
2007	LBlk	0.0000000	1.546080e-01	0.8771365	0.9122220	FALSE
2007	LPF	0.0000000	-9.494234e-01	0.3424511	0.4686172	FALSE
2007	WFGM2	1.0233362	3.765239e+14	0.0000000	0.0000000	TRUE
2007	WFGA2	0.0000000	1.838989e+00	0.0659758	0.1143581	FALSE
2007	LFGM2	-0.9377324	-5.608159e+14	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0000000	4.851875e+01	0.0000000	0.0000000	TRUE
2008	WFGM3	0.9941226	1.813747e+15	0.0000000	0.0000000	TRUE
2008	WFGA3	0.0000000	-2.480487e+00	0.0131521	0.0263042	TRUE
2008	WFTM	0.6807120	9.794495e+14	0.0000000	0.0000000	TRUE
2008	WFTA	0.0000000	-2.057829e+00	0.0396569	0.0662339	FALSE
2008	WOR	0.0000000	4.446727e+00	0.0000089	0.0000231	TRUE
2008	WDR	0.0000000	-4.860018e-01	0.6269866	0.7409842	FALSE
2008	WAst	0.0000000	-1.436202e+00	0.1510058	0.2181195	FALSE
2008	WTO	0.0000000	5.488853e-01	0.5831080	0.7219433	FALSE
2008	WStl	0.0000000	2.045165e+00	0.0408894	0.0662339	FALSE
2008	WBlk	0.0000000	1.224543e+00	0.2208036	0.3021522	FALSE
2008	WPF	0.0000000	1.013620e+01	0.0000000	0.0000000	TRUE
2008	LFGM3	-0.9011833	-2.147312e+15	0.0000000	0.0000000	TRUE
2008	LFGA3	0.0000000	2.071660e+00	0.0383469	0.0662339	FALSE
2008	LFTM	-0.5845566	-1.083079e+15	0.0000000	0.0000000	TRUE
2008	LFTA	0.0000000	-3.535272e-01	0.7237077	0.8181044	FALSE
2008	LOR	0.0000000	1.782011e-01	0.8585721	0.8585721	FALSE
2008	LDR	0.0000000	2.787909e+00	0.0053245	0.0115363	TRUE
2008	LAst	0.0000000	-7.990853e+00	0.0000000	0.0000000	TRUE
2008	LTO	0.0000000	-3.517957e+00	0.0004386	0.0010368	TRUE
2008	LStl	0.0000000	2.888892e-01	0.7726778	0.8370676	FALSE
2008	LBlk	0.0000000	1.080034e+00	0.2801779	0.3642313	FALSE
2008	LPF	0.0000000	-1.998253e-01	0.8416252	0.8585721	FALSE
2008	WFGM2	1.0233362	1.391606e+15	0.0000000	0.0000000	TRUE
2008	WFGA2	0.0000000	-2.021239e+00	0.0433068	0.0662339	FALSE
2008	LFGM2	-0.9377324	-2.071837e+15	0.0000000	0.0000000	TRUE
2009	(Intercept)	0.0000000	-3.231582e+00	0.0012387	0.0046009	TRUE
2009	WFGM3	0.9941226	1.282936e+15	0.0000000	0.0000000	TRUE
2009	WFGA3	0.0000000	-1.056682e+00	0.2907054	0.3978074	FALSE
2009	WFTM	0.6807120	7.002202e+14	0.0000000	0.0000000	TRUE
2009	WFTA	0.0000000	1.771238e+00	0.0765794	0.1531588	FALSE
2009	WOR	0.0000000	1.320919e+00	0.1865862	0.2737492	FALSE
2009	WDR	0.0000000	-1.534145e+00	0.1250546	0.2129672	FALSE
2009	WAst	0.0000000	2.450452e+00	0.0143003	0.0464759	TRUE
2009	WTO	0.0000000	-7.771141e-01	0.4371266	0.5076399	FALSE
2009	WStl	0.0000000	2.402513e+00	0.0163175	0.0471396	TRUE
2009	WBlk	0.0000000	6.365962e-01	0.5244158	0.5681171	FALSE
2009	WPF	0.0000000	2.062929e+00	0.0391687	0.0925806	FALSE
2009	LFGM3	-0.9011833	-1.511204e+15	0.0000000	0.0000000	TRUE
2009	LFGA3	0.0000000	-8.343835e-01	0.4041031	0.5003181	FALSE
2009	LFTM	-0.5845566	-7.739090e+14	0.0000000	0.0000000	TRUE
2009	LFTA	0.0000000	-7.570299e-01	0.4490661	0.5076399	FALSE
2009	LOR	0.0000000	1.556803e+00	0.1195778	0.2129672	FALSE
2009	LDR	0.0000000	2.579162e-01	0.7964817	0.7964817	FALSE
2009	LAst	0.0000000	-2.327700e+00	0.0199660	0.0519117	FALSE
2009	LTO	0.0000000	-8.422371e-01	0.3996938	0.5003181	FALSE
2009	LStl	0.0000000	1.312175e+00	0.1895187	0.2737492	FALSE
2009	LBlk	0.0000000	1.510185e+00	0.1310567	0.2129672	FALSE
2009	LPF	0.0000000	-1.864475e+00	0.0623111	0.1350075	FALSE
2009	WFGM2	1.0233362	1.001923e+15	0.0000000	0.0000000	TRUE
2009	WFGA2	0.0000000	3.574054e-01	0.7208028	0.7496349	FALSE
2009	LFGM2	-0.9377324	-1.469174e+15	0.0000000	0.0000000	TRUE
2010	(Intercept)	0.0000000	4.248253e+01	0.0000000	0.0000000	TRUE
2010	WFGM3	0.9941226	2.875904e+15	0.0000000	0.0000000	TRUE
2010	WFGA3	0.0000000	-8.344685e-01	0.4040551	0.4561122	FALSE
2010	WFTM	0.6807120	1.586762e+15	0.0000000	0.0000000	TRUE
2010	WFTA	0.0000000	-1.943908e+00	0.0519600	0.0675480	FALSE
2010	WOR	0.0000000	5.924526e-01	0.5535731	0.5757160	FALSE
2010	WDR	0.0000000	4.840465e+00	0.0000013	0.0000025	TRUE
2010	WAst	0.0000000	-8.860501e+00	0.0000000	0.0000000	TRUE
2010	WTO	0.0000000	-1.026293e+01	0.0000000	0.0000000	TRUE
2010	WStl	0.0000000	-6.689627e+00	0.0000000	0.0000000	TRUE
2010	WBlk	0.0000000	3.796645e+00	0.0001483	0.0002269	TRUE
2010	WPF	0.0000000	8.047046e-01	0.4210267	0.4561122	FALSE
2010	LFGM3	-0.9011833	-3.508596e+15	0.0000000	0.0000000	TRUE
2010	LFGA3	0.0000000	5.099295e+00	0.0000004	0.0000007	TRUE
2010	LFTM	-0.5845566	-1.809618e+15	0.0000000	0.0000000	TRUE
2010	LFTA	0.0000000	1.730763e+00	0.0835528	0.1034464	FALSE
2010	LOR	0.0000000	-4.055428e+00	0.0000508	0.0000864	TRUE
2010	LDR	0.0000000	-2.173047e+00	0.0298214	0.0408083	TRUE
2010	LAst	0.0000000	-8.797754e+00	0.0000000	0.0000000	TRUE
2010	LTO	0.0000000	1.117715e+01	0.0000000	0.0000000	TRUE
2010	LStl	0.0000000	-2.927514e-01	0.7697238	0.7697238	FALSE
2010	LBlk	0.0000000	2.302979e+00	0.0213190	0.0307942	TRUE
2010	LPF	0.0000000	8.180353e-01	0.4133743	0.4561122	FALSE
2010	WFGM2	1.0233362	2.232653e+15	0.0000000	0.0000000	TRUE
2010	WFGA2	0.0000000	-4.044641e+00	0.0000532	0.0000864	TRUE
2010	LFGM2	-0.9377324	-3.375926e+15	0.0000000	0.0000000	TRUE
2011	(Intercept)	0.0000000	-6.858006e+00	0.0000000	0.0000000	TRUE
2011	WFGM3	0.9941226	2.277280e+15	0.0000000	0.0000000	TRUE
2011	WFGA3	0.0000000	-7.525647e+00	0.0000000	0.0000000	TRUE
2011	WFTM	0.6807120	1.268294e+15	0.0000000	0.0000000	TRUE
2011	WFTA	0.0000000	-7.289796e+00	0.0000000	0.0000000	TRUE
2011	WOR	0.0000000	8.246335e+00	0.0000000	0.0000000	TRUE
2011	WDR	0.0000000	1.070493e+01	0.0000000	0.0000000	TRUE
2011	WAst	0.0000000	7.159843e+00	0.0000000	0.0000000	TRUE
2011	WTO	0.0000000	-9.188857e+00	0.0000000	0.0000000	TRUE
2011	WStl	0.0000000	-1.893747e+00	0.0583139	0.0718086	FALSE
2011	WBlk	0.0000000	4.656899e+00	0.0000033	0.0000045	TRUE
2011	WPF	0.0000000	-1.650368e+00	0.0989279	0.1118315	FALSE
2011	LFGM3	-0.9011833	-2.699167e+15	0.0000000	0.0000000	TRUE
2011	LFGA3	0.0000000	2.637839e+00	0.0083684	0.0108789	TRUE
2011	LFTM	-0.5845566	-1.405405e+15	0.0000000	0.0000000	TRUE
2011	LFTA	0.0000000	2.878667e-01	0.7734602	0.8043987	FALSE
2011	LOR	0.0000000	-6.069353e+00	0.0000000	0.0000000	TRUE
2011	LDR	0.0000000	1.294925e+00	0.1954034	0.2116870	FALSE
2011	LAst	0.0000000	-5.647218e+00	0.0000000	0.0000000	TRUE
2011	LTO	0.0000000	1.620944e+01	0.0000000	0.0000000	TRUE
2011	LStl	0.0000000	1.875635e+00	0.0607611	0.0718086	FALSE
2011	LBlk	0.0000000	-5.163452e+00	0.0000003	0.0000004	TRUE
2011	LPF	0.0000000	-1.047011e-01	0.9166170	0.9166170	FALSE
2011	WFGM2	1.0233362	1.791850e+15	0.0000000	0.0000000	TRUE
2011	WFGA2	0.0000000	-5.676150e+00	0.0000000	0.0000000	TRUE
2011	LFGM2	-0.9377324	-2.599573e+15	0.0000000	0.0000000	TRUE
2012	(Intercept)	0.0000000	-5.551594e+01	0.0000000	0.0000000	TRUE
2012	WFGM3	0.9941226	1.665713e+15	0.0000000	0.0000000	TRUE
2012	WFGA3	0.0000000	6.976982e-01	0.4853970	0.5487096	FALSE
2012	WFTM	0.6807120	9.219511e+14	0.0000000	0.0000000	TRUE
2012	WFTA	0.0000000	-1.183354e+00	0.2367226	0.3620463	FALSE
2012	WOR	0.0000000	-1.229387e+00	0.2189820	0.3558457	FALSE
2012	WDR	0.0000000	2.478178e+00	0.0132369	0.0312871	TRUE
2012	WAst	0.0000000	1.085964e+00	0.2775448	0.3855978	FALSE
2012	WTO	0.0000000	-2.294605e+00	0.0217952	0.0472230	TRUE
2012	WStl	0.0000000	8.796671e-01	0.3790801	0.4693373	FALSE
2012	WBlk	0.0000000	1.335552e+00	0.1817538	0.3150400	FALSE
2012	WPF	0.0000000	4.069705e+00	0.0000478	0.0001380	TRUE
2012	LFGM3	-0.9011833	-1.990286e+15	0.0000000	0.0000000	TRUE
2012	LFGA3	0.0000000	-3.136669e-01	0.7537866	0.7839380	FALSE
2012	LFTM	-0.5845566	-1.009848e+15	0.0000000	0.0000000	TRUE
2012	LFTA	0.0000000	-7.116241e-01	0.4767293	0.5487096	FALSE
2012	LOR	0.0000000	1.719162e+00	0.0856441	0.1590534	FALSE
2012	LDR	0.0000000	-1.927500e+00	0.0539714	0.1079429	FALSE
2012	LAst	0.0000000	-5.627477e+00	0.0000000	0.0000001	TRUE
2012	LTO	0.0000000	3.793791e+00	0.0001500	0.0003901	TRUE
2012	LStl	0.0000000	9.607735e-01	0.3367105	0.4377237	FALSE
2012	LBlk	0.0000000	1.076434e+00	0.2817830	0.3855978	FALSE
2012	LPF	0.0000000	6.217648e-01	0.5341236	0.5786339	FALSE
2012	WFGM2	1.0233362	1.320759e+15	0.0000000	0.0000000	TRUE
2012	WFGA2	0.0000000	-2.340338e-01	0.8149679	0.8149679	FALSE
2012	LFGM2	-0.9377324	-1.889272e+15	0.0000000	0.0000000	TRUE
2013	(Intercept)	0.0000000	2.176224e+01	0.0000000	0.0000000	TRUE
2013	WFGM3	0.9941226	6.894717e+14	0.0000000	0.0000000	TRUE
2013	WFGA3	0.0000000	4.897521e-01	0.6243296	0.7729795	FALSE
2013	WFTM	0.6807120	3.820879e+14	0.0000000	0.0000000	TRUE
2013	WFTA	0.0000000	-7.496223e-01	0.4535155	0.6175985	FALSE
2013	WOR	0.0000000	-5.537120e-02	0.9558448	0.9558448	FALSE
2013	WDR	0.0000000	2.025000e+00	0.0429175	0.1239838	FALSE
2013	WAst	0.0000000	1.034885e+00	0.3007697	0.4600007	FALSE
2013	WTO	0.0000000	-1.544962e+00	0.1224153	0.2448306	FALSE
2013	WStl	0.0000000	-1.845388e+00	0.0650370	0.1690961	FALSE
2013	WBlk	0.0000000	-1.435756e+00	0.1511308	0.2619600	FALSE
2013	WPF	0.0000000	1.041321e+00	0.2977743	0.4600007	FALSE
2013	LFGM3	-0.9011833	-8.148508e+14	0.0000000	0.0000000	TRUE
2013	LFGA3	0.0000000	1.643664e+00	0.1003051	0.2173277	FALSE
2013	LFTM	-0.5845566	-4.180271e+14	0.0000000	0.0000000	TRUE
2013	LFTA	0.0000000	-3.425487e-01	0.7319516	0.8108503	FALSE
2013	LOR	0.0000000	2.530624e+00	0.0114147	0.0370979	TRUE
2013	LDR	0.0000000	-1.444254e+00	0.1487266	0.2619600	FALSE
2013	LAst	0.0000000	2.196360e-01	0.8261631	0.8592097	FALSE
2013	LTO	0.0000000	1.723945e+00	0.0847762	0.2003801	FALSE
2013	LStl	0.0000000	-7.142958e-01	0.4750758	0.6175985	FALSE
2013	LBlk	0.0000000	8.528261e-01	0.3937943	0.5688140	FALSE
2013	LPF	0.0000000	3.206647e-01	0.7484772	0.8108503	FALSE
2013	WFGM2	1.0233362	5.382571e+14	0.0000000	0.0000000	TRUE
2013	WFGA2	0.0000000	4.353513e-01	0.6633252	0.7839298	FALSE
2013	LFGM2	-0.9377324	-7.822980e+14	0.0000000	0.0000000	TRUE
2014	(Intercept)	0.0000000	1.631254e+01	0.0000000	0.0000000	TRUE
2014	WFGM3	0.9941226	9.348633e+14	0.0000000	0.0000000	TRUE
2014	WFGA3	0.0000000	1.674568e+00	0.0940776	0.1287377	FALSE
2014	WFTM	0.6807120	5.085121e+14	0.0000000	0.0000000	TRUE
2014	WFTA	0.0000000	2.183839e+00	0.0290175	0.0472446	TRUE
2014	WOR	0.0000000	-1.526704e+00	0.1268939	0.1649620	FALSE
2014	WDR	0.0000000	4.112716e+00	0.0000397	0.0001032	TRUE
2014	WAst	0.0000000	-5.656724e-01	0.5716403	0.6462020	FALSE
2014	WTO	0.0000000	-2.195099e+00	0.0281994	0.0472446	TRUE
2014	WStl	0.0000000	2.170274e+00	0.0300300	0.0472446	TRUE
2014	WBlk	0.0000000	-2.010637e+00	0.0444140	0.0641536	FALSE
2014	WPF	0.0000000	-2.851963e+00	0.0043617	0.0094504	TRUE
2014	LFGM3	-0.9011833	-1.082101e+15	0.0000000	0.0000000	TRUE
2014	LFGA3	0.0000000	-2.886868e+00	0.0039066	0.0092338	TRUE
2014	LFTM	-0.5845566	-5.797202e+14	0.0000000	0.0000000	TRUE
2014	LFTA	0.0000000	-6.894909e-01	0.4905443	0.5797342	FALSE
2014	LOR	0.0000000	4.428319e+00	0.0000097	0.0000280	TRUE
2014	LDR	0.0000000	-4.565153e+00	0.0000051	0.0000166	TRUE
2014	LAst	0.0000000	4.976615e-01	0.6187432	0.6703051	FALSE
2014	LTO	0.0000000	2.159050e+00	0.0308907	0.0472446	TRUE
2014	LStl	0.0000000	-2.228901e-01	0.8236296	0.8236296	FALSE
2014	LBlk	0.0000000	-4.262774e-01	0.6699229	0.6967199	FALSE
2014	LPF	0.0000000	1.074764e+00	0.2825289	0.3497977	FALSE
2014	WFGM2	1.0233362	7.260653e+14	0.0000000	0.0000000	TRUE
2014	WFGA2	0.0000000	2.274190e+00	0.0229941	0.0459882	TRUE
2014	LFGM2	-0.9377324	-1.061900e+15	0.0000000	0.0000000	TRUE
2015	(Intercept)	0.0000000	5.183245e+00	0.0000002	0.0000007	TRUE
2015	WFGM3	0.9941226	9.493936e+14	0.0000000	0.0000000	TRUE
2015	WFGA3	0.0000000	3.794561e+00	0.0001495	0.0003943	TRUE
2015	WFTM	0.6807120	5.080871e+14	0.0000000	0.0000000	TRUE
2015	WFTA	0.0000000	1.073437e+00	0.2831235	0.3346005	FALSE
2015	WOR	0.0000000	-2.499296e+00	0.0124739	0.0249478	TRUE
2015	WDR	0.0000000	-3.791067e+00	0.0001517	0.0003943	TRUE
2015	WAst	0.0000000	-7.357435e+00	0.0000000	0.0000000	TRUE
2015	WTO	0.0000000	1.216692e+00	0.2237754	0.3232311	FALSE
2015	WStl	0.0000000	-3.207360e+00	0.0013475	0.0029196	TRUE
2015	WBlk	0.0000000	1.161415e+00	0.2455252	0.3288101	FALSE
2015	WPF	0.0000000	-1.922281e+00	0.0546236	0.0887634	FALSE
2015	LFGM3	-0.9011833	-1.143955e+15	0.0000000	0.0000000	TRUE
2015	LFGA3	0.0000000	1.105770e+00	0.2688758	0.3328939	FALSE
2015	LFTM	-0.5845566	-5.748290e+14	0.0000000	0.0000000	TRUE
2015	LFTA	0.0000000	-3.208292e-01	0.7483524	0.7782865	FALSE
2015	LOR	0.0000000	1.003533e+00	0.3156495	0.3568212	FALSE
2015	LDR	0.0000000	-2.417042e+00	0.0156806	0.0291211	TRUE
2015	LAst	0.0000000	3.621676e+00	0.0002954	0.0006983	TRUE
2015	LTO	0.0000000	3.237042e-01	0.7461747	0.7782865	FALSE
2015	LStl	0.0000000	-1.143383e+00	0.2529308	0.3288101	FALSE
2015	LBlk	0.0000000	-1.953205e-01	0.8451495	0.8451495	FALSE
2015	LPF	0.0000000	1.473786e+00	0.1405983	0.2150328	FALSE
2015	WFGM2	1.0233362	7.347658e+14	0.0000000	0.0000000	TRUE
2015	WFGA2	0.0000000	2.369302e+00	0.0178571	0.0309524	TRUE
2015	LFGM2	-0.9377324	-1.088481e+15	0.0000000	0.0000000	TRUE
2016	(Intercept)	0.0000000	1.817297e+01	0.0000000	0.0000000	TRUE
2016	WFGM3	0.9941226	3.797943e+15	0.0000000	0.0000000	TRUE
2016	WFGA3	0.0000000	-9.252659e+00	0.0000000	0.0000000	TRUE
2016	WFTM	0.6807120	2.042154e+15	0.0000000	0.0000000	TRUE
2016	WFTA	0.0000000	-8.020571e+00	0.0000000	0.0000000	TRUE
2016	WOR	0.0000000	5.896407e+00	0.0000000	0.0000000	TRUE
2016	WDR	0.0000000	1.419271e+01	0.0000000	0.0000000	TRUE
2016	WAst	0.0000000	-9.656550e+00	0.0000000	0.0000000	TRUE
2016	WTO	0.0000000	-1.525825e+01	0.0000000	0.0000000	TRUE
2016	WStl	0.0000000	-3.267358e+00	0.0010924	0.0014949	TRUE
2016	WBlk	0.0000000	4.094373e+00	0.0000430	0.0000657	TRUE
2016	WPF	0.0000000	3.232404e+00	0.0012350	0.0016055	TRUE
2016	LFGM3	-0.9011833	-4.634297e+15	0.0000000	0.0000000	TRUE
2016	LFGA3	0.0000000	3.401134e-01	0.7337845	0.7631359	FALSE
2016	LFTM	-0.5845566	-2.297255e+15	0.0000000	0.0000000	TRUE
2016	LFTA	0.0000000	-1.205698e+00	0.2279872	0.2822698	FALSE
2016	LOR	0.0000000	-3.627050e-01	0.7168396	0.7631359	FALSE
2016	LDR	0.0000000	3.364507e+00	0.0007722	0.0011154	TRUE
2016	LAst	0.0000000	-4.648044e+00	0.0000034	0.0000056	TRUE
2016	LTO	0.0000000	1.562757e+01	0.0000000	0.0000000	TRUE
2016	LStl	0.0000000	3.186490e-02	0.9745810	0.9745810	FALSE
2016	LBlk	0.0000000	4.671227e-01	0.6404311	0.7239656	FALSE
2016	LPF	0.0000000	-1.117511e+00	0.2638263	0.3117947	FALSE
2016	WFGM2	1.0233362	2.997955e+15	0.0000000	0.0000000	TRUE
2016	WFGA2	0.0000000	-6.183908e+00	0.0000000	0.0000000	TRUE
2016	LFGM2	-0.9377324	-4.382558e+15	0.0000000	0.0000000	TRUE
2017	(Intercept)	0.0000000	2.039967e+01	0.0000000	0.0000000	TRUE
2017	WFGM3	0.9941226	9.188162e+14	0.0000000	0.0000000	TRUE
2017	WFGA3	0.0000000	-1.698970e+00	0.0893828	0.1367032	FALSE
2017	WFTM	0.6807120	4.758040e+14	0.0000000	0.0000000	TRUE
2017	WFTA	0.0000000	-2.643519e+00	0.0082288	0.0164575	TRUE
2017	WOR	0.0000000	2.223997e+00	0.0261901	0.0453962	TRUE
2017	WDR	0.0000000	2.596286e+00	0.0094494	0.0175490	TRUE
2017	WAst	0.0000000	1.925476e+00	0.0542226	0.0881118	FALSE
2017	WTO	0.0000000	-3.272260e+00	0.0010737	0.0027915	TRUE
2017	WStl	0.0000000	-2.811214e+00	0.0049534	0.0107324	TRUE
2017	WBlk	0.0000000	1.295258e+00	0.1952869	0.2417837	FALSE
2017	WPF	0.0000000	5.763081e+00	0.0000000	0.0000000	TRUE
2017	LFGM3	-0.9011833	-1.071157e+15	0.0000000	0.0000000	TRUE
2017	LFGA3	0.0000000	-3.642290e-02	0.9709465	0.9709465	FALSE
2017	LFTM	-0.5845566	-5.286929e+14	0.0000000	0.0000000	TRUE
2017	LFTA	0.0000000	-1.572767e+00	0.1158317	0.1585065	FALSE
2017	LOR	0.0000000	-1.000715e+00	0.3170095	0.3746476	FALSE
2017	LDR	0.0000000	-3.807984e-01	0.7033679	0.7315026	FALSE
2017	LAst	0.0000000	-3.668636e+00	0.0002462	0.0007113	TRUE
2017	LTO	0.0000000	3.154739e+00	0.0016153	0.0038180	TRUE
2017	LStl	0.0000000	5.034109e-01	0.6146960	0.6659207	FALSE
2017	LBlk	0.0000000	1.459133e+00	0.1445871	0.1879632	FALSE
2017	LPF	0.0000000	6.626695e-01	0.5075707	0.5737755	FALSE
2017	WFGM2	1.0233362	7.021898e+14	0.0000000	0.0000000	TRUE
2017	WFGA2	0.0000000	-1.628984e+00	0.1033751	0.1493196	FALSE
2017	LFGM2	-0.9377324	-1.012506e+15	0.0000000	0.0000000	TRUE
2018	(Intercept)	0.0000000	-4.447895e+01	0.0000000	0.0000000	TRUE
2018	WFGM3	0.9941226	2.092325e+15	0.0000000	0.0000000	TRUE
2018	WFGA3	0.0000000	3.477623e-01	0.7280323	0.7571536	FALSE
2018	WFTM	0.6807120	1.046807e+15	0.0000000	0.0000000	TRUE
2018	WFTA	0.0000000	1.122198e+00	0.2618285	0.3582916	FALSE
2018	WOR	0.0000000	-1.397048e+00	0.1624568	0.2346598	FALSE
2018	WDR	0.0000000	-5.239226e+00	0.0000002	0.0000004	TRUE
2018	WAst	0.0000000	2.342020e+01	0.0000000	0.0000000	TRUE
2018	WTO	0.0000000	5.321392e+00	0.0000001	0.0000003	TRUE
2018	WStl	0.0000000	3.199487e+00	0.0013847	0.0025716	TRUE
2018	WBlk	0.0000000	-2.329288e+00	0.0198807	0.0323061	TRUE
2018	WPF	0.0000000	5.146851e+00	0.0000003	0.0000005	TRUE
2018	LFGM3	-0.9011833	-2.472390e+15	0.0000000	0.0000000	TRUE
2018	LFGA3	0.0000000	-1.542906e+00	0.1229124	0.1879836	FALSE
2018	LFTM	-0.5845566	-1.186563e+15	0.0000000	0.0000000	TRUE
2018	LFTA	0.0000000	2.948125e-01	0.7681485	0.7681485	FALSE
2018	LOR	0.0000000	-5.612834e-01	0.5746278	0.6254189	FALSE
2018	LDR	0.0000000	9.922471e-01	0.3211216	0.3975791	FALSE
2018	LAst	0.0000000	-9.907716e+00	0.0000000	0.0000000	TRUE
2018	LTO	0.0000000	-6.792895e+00	0.0000000	0.0000000	TRUE
2018	LStl	0.0000000	-1.068420e+00	0.2853791	0.3709929	FALSE
2018	LBlk	0.0000000	-5.927949e-01	0.5533434	0.6254189	FALSE
2018	LPF	0.0000000	-5.573526e-01	0.5773097	0.6254189	FALSE
2018	WFGM2	1.0233362	1.586372e+15	0.0000000	0.0000000	TRUE
2018	WFGA2	0.0000000	2.516776e+00	0.0118723	0.0205786	TRUE
2018	LFGM2	-0.9377324	-2.286811e+15	0.0000000	0.0000000	TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

Season	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0000000	-1.979706e+01	0.0000000	0.0000000	TRUE
2003	WFGM3	0.9941226	2.394939e+15	0.0000000	0.0000000	TRUE
2003	WFGA3	0.0000000	-6.192058e+00	0.0000000	0.0000000	TRUE
2003	WFTM	0.6807120	1.303040e+15	0.0000000	0.0000000	TRUE
2003	WFTA	0.0000000	-5.829533e+00	0.0000000	0.0000000	TRUE
2003	WOR	0.0000000	6.552423e+00	0.0000000	0.0000000	TRUE
2003	WDR	0.0000000	-4.752904e+00	0.0000021	0.0000030	TRUE
2003	WAst	0.0000000	8.436962e+00	0.0000000	0.0000000	TRUE
2003	WTO	0.0000000	6.799391e+00	0.0000000	0.0000000	TRUE
2003	WStl	0.0000000	1.104628e+01	0.0000000	0.0000000	TRUE
2003	WPF	0.0000000	-1.117877e+01	0.0000000	0.0000000	TRUE
2003	LFGM3	-0.9011833	-2.897565e+15	0.0000000	0.0000000	TRUE
2003	LFGA3	0.0000000	-2.212678e+00	0.0269689	0.0333900	TRUE
2003	LFTM	-0.5845566	-1.443462e+15	0.0000000	0.0000000	TRUE
2003	LOR	0.0000000	-3.238996e+00	0.0012081	0.0015705	TRUE
2003	LDR	0.0000000	1.226669e+01	0.0000000	0.0000000	TRUE
2003	LAst	0.0000000	3.598701e+00	0.0003232	0.0004423	TRUE
2003	LTO	0.0000000	-1.040004e+01	0.0000000	0.0000000	TRUE
2003	WFGM2	1.0233362	1.891790e+15	0.0000000	0.0000000	TRUE
2003	WFGA2	0.0000000	-4.960654e+00	0.0000007	0.0000011	TRUE
2003	LFGM2	-0.9377324	-2.871215e+15	0.0000000	0.0000000	TRUE
2004	(Intercept)	0.0000000	5.030884e+01	0.0000000	0.0000000	TRUE
2004	WFGM3	0.9941226	1.788613e+15	0.0000000	0.0000000	TRUE
2004	WFTM	0.6807120	9.677985e+14	0.0000000	0.0000000	TRUE
2004	WDR	0.0000000	5.480440e+00	0.0000000	0.0000001	TRUE
2004	WAst	0.0000000	-3.354839e+00	0.0008006	0.0014869	TRUE
2004	WStl	0.0000000	-3.915907e+00	0.0000914	0.0001828	TRUE
2004	WBlk	0.0000000	-4.140443e+00	0.0000353	0.0000834	TRUE
2004	WPF	0.0000000	-7.219606e+00	0.0000000	0.0000000	TRUE
2004	LFGM3	-0.9011833	-2.075212e+15	0.0000000	0.0000000	TRUE
2004	LFGA3	0.0000000	-4.017777e+00	0.0000597	0.0001293	TRUE
2004	LFTM	-0.5845566	-1.070901e+15	0.0000000	0.0000000	TRUE
2004	LOR	0.0000000	6.031957e+00	0.0000000	0.0000000	TRUE
2004	LDR	0.0000000	-2.850140e+00	0.0043897	0.0071332	TRUE
2004	LAst	0.0000000	3.221356e+00	0.0012848	0.0022271	TRUE
2004	WFGM2	1.0233362	1.395443e+15	0.0000000	0.0000000	TRUE
2004	LFGM2	-0.9377324	-2.046137e+15	0.0000000	0.0000000	TRUE
2005	(Intercept)	0.0000000	1.695642e+01	0.0000000	0.0000000	TRUE
2005	WFGM3	0.9941226	1.755597e+15	0.0000000	0.0000000	TRUE
2005	WFTM	0.6807120	9.775806e+14	0.0000000	0.0000000	TRUE
2005	WTO	0.0000000	3.093288e+00	0.0019913	0.0047066	TRUE
2005	WStl	0.0000000	-4.856229e+00	0.0000012	0.0000036	TRUE
2005	WPF	0.0000000	-9.417962e+00	0.0000000	0.0000000	TRUE
2005	LFGM3	-0.9011833	-2.120296e+15	0.0000000	0.0000000	TRUE
2005	LFTM	-0.5845566	-1.084859e+15	0.0000000	0.0000000	TRUE
2005	LTO	0.0000000	-4.121156e+00	0.0000384	0.0000997	TRUE
2005	WFGM2	1.0233362	1.371287e+15	0.0000000	0.0000000	TRUE
2005	LFGM2	-0.9377324	-2.066016e+15	0.0000000	0.0000000	TRUE
2006	(Intercept)	0.0000000	3.733268e+01	0.0000000	0.0000000	TRUE
2006	WFGM3	0.9941226	2.142238e+15	0.0000000	0.0000000	TRUE
2006	WFTM	0.6807120	1.151479e+15	0.0000000	0.0000000	TRUE
2006	WDR	0.0000000	-4.303573e+00	0.0000171	0.0000405	TRUE
2006	WAst	0.0000000	3.093422e+00	0.0019902	0.0039803	TRUE
2006	WTO	0.0000000	4.613255e+00	0.0000041	0.0000118	TRUE
2006	LFGM3	-0.9011833	-2.573329e+15	0.0000000	0.0000000	TRUE
2006	LFTM	-0.5845566	-1.309339e+15	0.0000000	0.0000000	TRUE
2006	LDR	0.0000000	4.408534e+00	0.0000106	0.0000277	TRUE
2006	LAst	0.0000000	-3.489234e+00	0.0004888	0.0010591	TRUE
2006	LTO	0.0000000	-5.439354e+00	0.0000001	0.0000002	TRUE
2006	WFGM2	1.0233362	1.691823e+15	0.0000000	0.0000000	TRUE
2006	LFGM2	-0.9377324	-2.469503e+15	0.0000000	0.0000000	TRUE
2007	(Intercept)	0.0000000	9.698455e+00	0.0000000	0.0000000	TRUE
2007	WFGM3	0.9941226	4.839672e+14	0.0000000	0.0000000	TRUE
2007	WFTM	0.6807120	2.619762e+14	0.0000000	0.0000000	TRUE
2007	WDR	0.0000000	-3.831649e+00	0.0001288	0.0004187	TRUE
2007	LFGM3	-0.9011833	-5.933932e+14	0.0000000	0.0000000	TRUE
2007	LFTM	-0.5845566	-2.947506e+14	0.0000000	0.0000000	TRUE
2007	LTO	0.0000000	-2.692629e+00	0.0071127	0.0205477	TRUE
2007	WFGM2	1.0233362	3.765239e+14	0.0000000	0.0000000	TRUE
2007	LFGM2	-0.9377324	-5.608159e+14	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0000000	4.851875e+01	0.0000000	0.0000000	TRUE
2008	WFGM3	0.9941226	1.813747e+15	0.0000000	0.0000000	TRUE
2008	WFGA3	0.0000000	-2.480487e+00	0.0131521	0.0263042	TRUE
2008	WFTM	0.6807120	9.794495e+14	0.0000000	0.0000000	TRUE
2008	WOR	0.0000000	4.446727e+00	0.0000089	0.0000231	TRUE
2008	WPF	0.0000000	1.013620e+01	0.0000000	0.0000000	TRUE
2008	LFGM3	-0.9011833	-2.147312e+15	0.0000000	0.0000000	TRUE
2008	LFTM	-0.5845566	-1.083079e+15	0.0000000	0.0000000	TRUE
2008	LDR	0.0000000	2.787909e+00	0.0053245	0.0115363	TRUE
2008	LAst	0.0000000	-7.990853e+00	0.0000000	0.0000000	TRUE
2008	LTO	0.0000000	-3.517957e+00	0.0004386	0.0010368	TRUE
2008	WFGM2	1.0233362	1.391606e+15	0.0000000	0.0000000	TRUE
2008	LFGM2	-0.9377324	-2.071837e+15	0.0000000	0.0000000	TRUE
2009	(Intercept)	0.0000000	-3.231582e+00	0.0012387	0.0046009	TRUE
2009	WFGM3	0.9941226	1.282936e+15	0.0000000	0.0000000	TRUE
2009	WFTM	0.6807120	7.002202e+14	0.0000000	0.0000000	TRUE
2009	WAst	0.0000000	2.450452e+00	0.0143003	0.0464759	TRUE
2009	WStl	0.0000000	2.402513e+00	0.0163175	0.0471396	TRUE
2009	LFGM3	-0.9011833	-1.511204e+15	0.0000000	0.0000000	TRUE
2009	LFTM	-0.5845566	-7.739090e+14	0.0000000	0.0000000	TRUE
2009	WFGM2	1.0233362	1.001923e+15	0.0000000	0.0000000	TRUE
2009	LFGM2	-0.9377324	-1.469174e+15	0.0000000	0.0000000	TRUE
2010	(Intercept)	0.0000000	4.248253e+01	0.0000000	0.0000000	TRUE
2010	WFGM3	0.9941226	2.875904e+15	0.0000000	0.0000000	TRUE
2010	WFTM	0.6807120	1.586762e+15	0.0000000	0.0000000	TRUE
2010	WDR	0.0000000	4.840465e+00	0.0000013	0.0000025	TRUE
2010	WAst	0.0000000	-8.860501e+00	0.0000000	0.0000000	TRUE
2010	WTO	0.0000000	-1.026293e+01	0.0000000	0.0000000	TRUE
2010	WStl	0.0000000	-6.689627e+00	0.0000000	0.0000000	TRUE
2010	WBlk	0.0000000	3.796645e+00	0.0001483	0.0002269	TRUE
2010	LFGM3	-0.9011833	-3.508596e+15	0.0000000	0.0000000	TRUE
2010	LFGA3	0.0000000	5.099295e+00	0.0000004	0.0000007	TRUE
2010	LFTM	-0.5845566	-1.809618e+15	0.0000000	0.0000000	TRUE
2010	LOR	0.0000000	-4.055428e+00	0.0000508	0.0000864	TRUE
2010	LDR	0.0000000	-2.173047e+00	0.0298214	0.0408083	TRUE
2010	LAst	0.0000000	-8.797754e+00	0.0000000	0.0000000	TRUE
2010	LTO	0.0000000	1.117715e+01	0.0000000	0.0000000	TRUE
2010	LBlk	0.0000000	2.302979e+00	0.0213190	0.0307942	TRUE
2010	WFGM2	1.0233362	2.232653e+15	0.0000000	0.0000000	TRUE
2010	WFGA2	0.0000000	-4.044641e+00	0.0000532	0.0000864	TRUE
2010	LFGM2	-0.9377324	-3.375926e+15	0.0000000	0.0000000	TRUE
2011	(Intercept)	0.0000000	-6.858006e+00	0.0000000	0.0000000	TRUE
2011	WFGM3	0.9941226	2.277280e+15	0.0000000	0.0000000	TRUE
2011	WFGA3	0.0000000	-7.525647e+00	0.0000000	0.0000000	TRUE
2011	WFTM	0.6807120	1.268294e+15	0.0000000	0.0000000	TRUE
2011	WFTA	0.0000000	-7.289796e+00	0.0000000	0.0000000	TRUE
2011	WOR	0.0000000	8.246335e+00	0.0000000	0.0000000	TRUE
2011	WDR	0.0000000	1.070493e+01	0.0000000	0.0000000	TRUE
2011	WAst	0.0000000	7.159843e+00	0.0000000	0.0000000	TRUE
2011	WTO	0.0000000	-9.188857e+00	0.0000000	0.0000000	TRUE
2011	WBlk	0.0000000	4.656899e+00	0.0000033	0.0000045	TRUE
2011	LFGM3	-0.9011833	-2.699167e+15	0.0000000	0.0000000	TRUE
2011	LFGA3	0.0000000	2.637839e+00	0.0083684	0.0108789	TRUE
2011	LFTM	-0.5845566	-1.405405e+15	0.0000000	0.0000000	TRUE
2011	LOR	0.0000000	-6.069353e+00	0.0000000	0.0000000	TRUE
2011	LAst	0.0000000	-5.647218e+00	0.0000000	0.0000000	TRUE
2011	LTO	0.0000000	1.620944e+01	0.0000000	0.0000000	TRUE
2011	LBlk	0.0000000	-5.163452e+00	0.0000003	0.0000004	TRUE
2011	WFGM2	1.0233362	1.791850e+15	0.0000000	0.0000000	TRUE
2011	WFGA2	0.0000000	-5.676150e+00	0.0000000	0.0000000	TRUE
2011	LFGM2	-0.9377324	-2.599573e+15	0.0000000	0.0000000	TRUE
2012	(Intercept)	0.0000000	-5.551594e+01	0.0000000	0.0000000	TRUE
2012	WFGM3	0.9941226	1.665713e+15	0.0000000	0.0000000	TRUE
2012	WFTM	0.6807120	9.219511e+14	0.0000000	0.0000000	TRUE
2012	WDR	0.0000000	2.478178e+00	0.0132369	0.0312871	TRUE
2012	WTO	0.0000000	-2.294605e+00	0.0217952	0.0472230	TRUE
2012	WPF	0.0000000	4.069705e+00	0.0000478	0.0001380	TRUE
2012	LFGM3	-0.9011833	-1.990286e+15	0.0000000	0.0000000	TRUE
2012	LFTM	-0.5845566	-1.009848e+15	0.0000000	0.0000000	TRUE
2012	LAst	0.0000000	-5.627477e+00	0.0000000	0.0000001	TRUE
2012	LTO	0.0000000	3.793791e+00	0.0001500	0.0003901	TRUE
2012	WFGM2	1.0233362	1.320759e+15	0.0000000	0.0000000	TRUE
2012	LFGM2	-0.9377324	-1.889272e+15	0.0000000	0.0000000	TRUE
2013	(Intercept)	0.0000000	2.176224e+01	0.0000000	0.0000000	TRUE
2013	WFGM3	0.9941226	6.894717e+14	0.0000000	0.0000000	TRUE
2013	WFTM	0.6807120	3.820879e+14	0.0000000	0.0000000	TRUE
2013	LFGM3	-0.9011833	-8.148508e+14	0.0000000	0.0000000	TRUE
2013	LFTM	-0.5845566	-4.180271e+14	0.0000000	0.0000000	TRUE
2013	LOR	0.0000000	2.530624e+00	0.0114147	0.0370979	TRUE
2013	WFGM2	1.0233362	5.382571e+14	0.0000000	0.0000000	TRUE
2013	LFGM2	-0.9377324	-7.822980e+14	0.0000000	0.0000000	TRUE
2014	(Intercept)	0.0000000	1.631254e+01	0.0000000	0.0000000	TRUE
2014	WFGM3	0.9941226	9.348633e+14	0.0000000	0.0000000	TRUE
2014	WFTM	0.6807120	5.085121e+14	0.0000000	0.0000000	TRUE
2014	WFTA	0.0000000	2.183839e+00	0.0290175	0.0472446	TRUE
2014	WDR	0.0000000	4.112716e+00	0.0000397	0.0001032	TRUE
2014	WTO	0.0000000	-2.195099e+00	0.0281994	0.0472446	TRUE
2014	WStl	0.0000000	2.170274e+00	0.0300300	0.0472446	TRUE
2014	WPF	0.0000000	-2.851963e+00	0.0043617	0.0094504	TRUE
2014	LFGM3	-0.9011833	-1.082101e+15	0.0000000	0.0000000	TRUE
2014	LFGA3	0.0000000	-2.886868e+00	0.0039066	0.0092338	TRUE
2014	LFTM	-0.5845566	-5.797202e+14	0.0000000	0.0000000	TRUE
2014	LOR	0.0000000	4.428319e+00	0.0000097	0.0000280	TRUE
2014	LDR	0.0000000	-4.565153e+00	0.0000051	0.0000166	TRUE
2014	LTO	0.0000000	2.159050e+00	0.0308907	0.0472446	TRUE
2014	WFGM2	1.0233362	7.260653e+14	0.0000000	0.0000000	TRUE
2014	WFGA2	0.0000000	2.274190e+00	0.0229941	0.0459882	TRUE
2014	LFGM2	-0.9377324	-1.061900e+15	0.0000000	0.0000000	TRUE
2015	(Intercept)	0.0000000	5.183245e+00	0.0000002	0.0000007	TRUE
2015	WFGM3	0.9941226	9.493936e+14	0.0000000	0.0000000	TRUE
2015	WFGA3	0.0000000	3.794561e+00	0.0001495	0.0003943	TRUE
2015	WFTM	0.6807120	5.080871e+14	0.0000000	0.0000000	TRUE
2015	WOR	0.0000000	-2.499296e+00	0.0124739	0.0249478	TRUE
2015	WDR	0.0000000	-3.791067e+00	0.0001517	0.0003943	TRUE
2015	WAst	0.0000000	-7.357435e+00	0.0000000	0.0000000	TRUE
2015	WStl	0.0000000	-3.207360e+00	0.0013475	0.0029196	TRUE
2015	LFGM3	-0.9011833	-1.143955e+15	0.0000000	0.0000000	TRUE
2015	LFTM	-0.5845566	-5.748290e+14	0.0000000	0.0000000	TRUE
2015	LDR	0.0000000	-2.417042e+00	0.0156806	0.0291211	TRUE
2015	LAst	0.0000000	3.621676e+00	0.0002954	0.0006983	TRUE
2015	WFGM2	1.0233362	7.347658e+14	0.0000000	0.0000000	TRUE
2015	WFGA2	0.0000000	2.369302e+00	0.0178571	0.0309524	TRUE
2015	LFGM2	-0.9377324	-1.088481e+15	0.0000000	0.0000000	TRUE
2016	(Intercept)	0.0000000	1.817297e+01	0.0000000	0.0000000	TRUE
2016	WFGM3	0.9941226	3.797943e+15	0.0000000	0.0000000	TRUE
2016	WFGA3	0.0000000	-9.252659e+00	0.0000000	0.0000000	TRUE
2016	WFTM	0.6807120	2.042154e+15	0.0000000	0.0000000	TRUE
2016	WFTA	0.0000000	-8.020571e+00	0.0000000	0.0000000	TRUE
2016	WOR	0.0000000	5.896407e+00	0.0000000	0.0000000	TRUE
2016	WDR	0.0000000	1.419271e+01	0.0000000	0.0000000	TRUE
2016	WAst	0.0000000	-9.656550e+00	0.0000000	0.0000000	TRUE
2016	WTO	0.0000000	-1.525825e+01	0.0000000	0.0000000	TRUE
2016	WStl	0.0000000	-3.267358e+00	0.0010924	0.0014949	TRUE
2016	WBlk	0.0000000	4.094373e+00	0.0000430	0.0000657	TRUE
2016	WPF	0.0000000	3.232404e+00	0.0012350	0.0016055	TRUE
2016	LFGM3	-0.9011833	-4.634297e+15	0.0000000	0.0000000	TRUE
2016	LFTM	-0.5845566	-2.297255e+15	0.0000000	0.0000000	TRUE
2016	LDR	0.0000000	3.364507e+00	0.0007722	0.0011154	TRUE
2016	LAst	0.0000000	-4.648044e+00	0.0000034	0.0000056	TRUE
2016	LTO	0.0000000	1.562757e+01	0.0000000	0.0000000	TRUE
2016	WFGM2	1.0233362	2.997955e+15	0.0000000	0.0000000	TRUE
2016	WFGA2	0.0000000	-6.183908e+00	0.0000000	0.0000000	TRUE
2016	LFGM2	-0.9377324	-4.382558e+15	0.0000000	0.0000000	TRUE
2017	(Intercept)	0.0000000	2.039967e+01	0.0000000	0.0000000	TRUE
2017	WFGM3	0.9941226	9.188162e+14	0.0000000	0.0000000	TRUE
2017	WFTM	0.6807120	4.758040e+14	0.0000000	0.0000000	TRUE
2017	WFTA	0.0000000	-2.643519e+00	0.0082288	0.0164575	TRUE
2017	WOR	0.0000000	2.223997e+00	0.0261901	0.0453962	TRUE
2017	WDR	0.0000000	2.596286e+00	0.0094494	0.0175490	TRUE
2017	WTO	0.0000000	-3.272260e+00	0.0010737	0.0027915	TRUE
2017	WStl	0.0000000	-2.811214e+00	0.0049534	0.0107324	TRUE
2017	WPF	0.0000000	5.763081e+00	0.0000000	0.0000000	TRUE
2017	LFGM3	-0.9011833	-1.071157e+15	0.0000000	0.0000000	TRUE
2017	LFTM	-0.5845566	-5.286929e+14	0.0000000	0.0000000	TRUE
2017	LAst	0.0000000	-3.668636e+00	0.0002462	0.0007113	TRUE
2017	LTO	0.0000000	3.154739e+00	0.0016153	0.0038180	TRUE
2017	WFGM2	1.0233362	7.021898e+14	0.0000000	0.0000000	TRUE
2017	LFGM2	-0.9377324	-1.012506e+15	0.0000000	0.0000000	TRUE
2018	(Intercept)	0.0000000	-4.447895e+01	0.0000000	0.0000000	TRUE
2018	WFGM3	0.9941226	2.092325e+15	0.0000000	0.0000000	TRUE
2018	WFTM	0.6807120	1.046807e+15	0.0000000	0.0000000	TRUE
2018	WDR	0.0000000	-5.239226e+00	0.0000002	0.0000004	TRUE
2018	WAst	0.0000000	2.342020e+01	0.0000000	0.0000000	TRUE
2018	WTO	0.0000000	5.321392e+00	0.0000001	0.0000003	TRUE
2018	WStl	0.0000000	3.199487e+00	0.0013847	0.0025716	TRUE
2018	WBlk	0.0000000	-2.329288e+00	0.0198807	0.0323061	TRUE
2018	WPF	0.0000000	5.146851e+00	0.0000003	0.0000005	TRUE
2018	LFGM3	-0.9011833	-2.472390e+15	0.0000000	0.0000000	TRUE
2018	LFTM	-0.5845566	-1.186563e+15	0.0000000	0.0000000	TRUE
2018	LAst	0.0000000	-9.907716e+00	0.0000000	0.0000000	TRUE
2018	LTO	0.0000000	-6.792895e+00	0.0000000	0.0000000	TRUE
2018	WFGM2	1.0233362	1.586372e+15	0.0000000	0.0000000	TRUE
2018	WFGA2	0.0000000	2.516776e+00	0.0118723	0.0205786	TRUE
2018	LFGM2	-0.9377324	-2.286811e+15	0.0000000	0.0000000	TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))

df_level2_tidy %>% nice_tables()

term_level1	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05	r.squared	adj.r.squared
(Intercept)	(Intercept)	0.0000000	7.968221e-01	0.4388592	0.4410815	FALSE	0.0015313	-0.0008805
(Intercept)	Season	0.0000000	-7.928740e-01	0.4410815	0.4410815	FALSE	0.0015162	-0.0008956
LAst	(Intercept)	0.0000000	1.143745e+00	0.2719097	0.2719097	FALSE	0.0031498	0.0007420
LAst	Season	0.0000000	-1.148356e+00	0.2700654	0.2719097	FALSE	0.0031752	0.0007674
LBlk	(Intercept)	0.0000000	1.209887e-01	0.9054193	0.9073587	FALSE	0.0000354	-0.0023800
LBlk	Season	0.0000000	-1.184952e-01	0.9073587	0.9073587	FALSE	0.0000339	-0.0023815
LDR	(Intercept)	0.0000000	2.125278e+00	0.0518465	0.0518465	FALSE	0.0107924	0.0084030
LDR	Season	0.0000000	-2.125574e+00	0.0518180	0.0518465	FALSE	0.0107954	0.0084060
LFGA3	(Intercept)	0.0000000	-5.102780e-01	0.6178069	0.6178069	FALSE	0.0006286	-0.0017854
LFGA3	Season	0.0000000	5.102893e-01	0.6177992	0.6178069	FALSE	0.0006286	-0.0017854
LFGM2	(Intercept)	-0.9377324	-3.277327e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFGM2	Season	0.0000000	1.197700e+00	0.2509191	0.2509191	FALSE	0.0034530	0.0010459
LFGM3	(Intercept)	-0.9011833	-1.959799e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFGM3	Season	0.0000000	1.490511e+00	0.1582733	0.1582733	FALSE	0.0053376	0.0029350
LFTA	(Intercept)	0.0000000	2.245365e+00	0.0414142	0.0414142	TRUE	0.0120314	0.0096450
LFTA	Season	0.0000000	-2.248428e+00	0.0411758	0.0414142	TRUE	0.0120639	0.0096775
LFTM	(Intercept)	-0.5845566	-2.747063e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFTM	Season	0.0000000	-3.979864e-01	0.6966429	0.6966429	FALSE	0.0003824	-0.0020321
LOR	(Intercept)	0.0000000	-2.908934e-01	0.7753978	0.7753978	FALSE	0.0002044	-0.0022106
LOR	Season	0.0000000	2.928978e-01	0.7738967	0.7753978	FALSE	0.0002072	-0.0022078
LPF	(Intercept)	0.0000000	-9.866701e-01	0.3405507	0.3405507	FALSE	0.0023460	-0.0000638
LPF	Season	0.0000000	9.875831e-01	0.3401187	0.3405507	FALSE	0.0023503	-0.0000595
LStl	(Intercept)	0.0000000	1.383055e+00	0.1883093	0.1888568	FALSE	0.0045991	0.0021948
LStl	Season	0.0000000	-1.381232e+00	0.1888568	0.1888568	FALSE	0.0045871	0.0021827
LTO	(Intercept)	0.0000000	-1.988316e+00	0.0666922	0.0666922	FALSE	0.0094589	0.0070663
LTO	Season	0.0000000	1.989506e+00	0.0665479	0.0666922	FALSE	0.0094702	0.0070776
WAst	(Intercept)	0.0000000	-6.292647e-01	0.5393091	0.5393091	FALSE	0.0009555	-0.0014576
WAst	Season	0.0000000	6.298563e-01	0.5389330	0.5393091	FALSE	0.0009573	-0.0014558
WBlk	(Intercept)	0.0000000	-5.110123e-01	0.6173058	0.6173058	FALSE	0.0006304	-0.0017836
WBlk	Season	0.0000000	5.117719e-01	0.6167875	0.6173058	FALSE	0.0006322	-0.0017817
WDR	(Intercept)	0.0000000	-9.952642e-01	0.3364995	0.3364995	FALSE	0.0023869	-0.0000228
WDR	Season	0.0000000	9.960055e-01	0.3361517	0.3364995	FALSE	0.0023905	-0.0000192
WFGA2	(Intercept)	0.0000000	-1.979207e-01	0.8459522	0.8459522	FALSE	0.0000946	-0.0023206
WFGA2	Season	0.0000000	1.983739e-01	0.8456043	0.8459522	FALSE	0.0000950	-0.0023202
WFGA3	(Intercept)	0.0000000	-7.805610e-02	0.9388881	0.9388881	FALSE	0.0000147	-0.0024007
WFGA3	Season	0.0000000	7.808620e-02	0.9388646	0.9388881	FALSE	0.0000147	-0.0024007
WFGM2	(Intercept)	1.0233362	3.097638e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM2	Season	0.0000000	-1.434782e+00	0.1733101	0.1733101	FALSE	0.0049479	0.0025444
WFGM3	(Intercept)	0.9941226	4.267277e+11	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM3	Season	0.0000000	5.526180e-01	0.5892400	0.5892400	FALSE	0.0007371	-0.0016766
WFTA	(Intercept)	0.0000000	4.671323e-01	0.6475924	0.6475924	FALSE	0.0005268	-0.0018874
WFTA	Season	0.0000000	-4.682725e-01	0.6467968	0.6475924	FALSE	0.0005294	-0.0018848
WFTM	(Intercept)	0.6807120	2.528921e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFTM	Season	0.0000000	-1.058518e+00	0.3077421	0.3077421	FALSE	0.0026991	0.0002902
WOR	(Intercept)	0.0000000	2.095917e-01	0.8370057	0.8377501	FALSE	0.0001061	-0.0023091
WOR	Season	0.0000000	-2.086194e-01	0.8377501	0.8377501	FALSE	0.0001051	-0.0023101
WPF	(Intercept)	0.0000000	-2.583495e+00	0.0216617	0.0216782	TRUE	0.0158661	0.0134889
WPF	Season	0.0000000	2.583104e+00	0.0216782	0.0216782	TRUE	0.0158613	0.0134842
WStl	(Intercept)	0.0000000	8.076953e-01	0.4327758	0.4327758	FALSE	0.0015733	-0.0008384
WStl	Season	0.0000000	-8.093691e-01	0.4318442	0.4327758	FALSE	0.0015798	-0.0008318
WTO	(Intercept)	0.0000000	1.820928e+00	0.0900540	0.0900540	FALSE	0.0079455	0.0055492
WTO	Season	0.0000000	-1.822746e+00	0.0897650	0.0900540	FALSE	0.0079612	0.0055650

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

term_level1	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05	r.squared	adj.r.squared
LFGM2	(Intercept)	-0.9377324	-3.277327e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFGM3	(Intercept)	-0.9011833	-1.959799e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFTA	(Intercept)	0.0000000	2.245365e+00	0.0414142	0.0414142	TRUE	0.0120314	0.0096450
LFTA	Season	0.0000000	-2.248428e+00	0.0411758	0.0414142	TRUE	0.0120639	0.0096775
LFTM	(Intercept)	-0.5845566	-2.747063e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM2	(Intercept)	1.0233362	3.097638e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM3	(Intercept)	0.9941226	4.267277e+11	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFTM	(Intercept)	0.6807120	2.528921e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WPF	(Intercept)	0.0000000	-2.583495e+00	0.0216617	0.0216782	TRUE	0.0158661	0.0134889
WPF	Season	0.0000000	2.583104e+00	0.0216782	0.0216782	TRUE	0.0158613	0.0134842

NCAA Tourney

df_ncaa_tourney <- read_csv("data/NCAATourneyDetailedResults.csv")

## Parsed with column specification:
## cols(
##   .default = col_double(),
##   WLoc = col_character()
## )

## See spec(...) for full column specifications.

df_ncaa_tourney <- df_ncaa_tourney %>%
  rowwise() %>%
  mutate(WFGM2 = WFGM-WFGM3,
         WFGA2 = WFGA-WFGA3,
         LFGM2 = LFGM-LFGM3,
         LFGA2 = LFGM-LFGA3,
         diff_score = WScore-LScore,
         team_id_pair = paste0(sort(c(WTeamID, LTeamID)), collapse = "_")) %>%
  select(-DayNum, -WTeamID, -WScore, -LTeamID, -LScore, -WLoc, -NumOT, -WFGM, -WFGA, -LFGM, -LFGA) %>%
  ungroup()

df_ncaa_tourney[2:28] <- apply(df_ncaa_tourney[2:28], 2, scale)

Summary

summary(df_ncaa_tourney) %>%
  nice_tables() %>%
  scroll_box(width = "100%")

`Season </th>`	`WFGM3 </th>`	`WFGA3 </th>`	`WFTM </th>`	`WFTA </th>`	`WOR </th>`	`WDR </th>`	`WAst </th>`	`WTO </th>`	`WStl </th>`	`WBlk </th>`	`WPF </th>`	`LFGM3 </th>`	`LFGA3 </th>`	`LFTM </th>`	`LFTA </th>`	`LOR </th>`	`LDR </th>`	`LAst </th>`	`LTO </th>`	`LStl </th>`	`LBlk </th>`	`LPF </th>`	`WFGM2 </th>`	`WFGA2 </th>`	`LFGM2 </th>`	`LFGA2 </th>`	diff_score	team_id_pair
Min. :2003	Min. :-2.38415	Min. :-2.53081	Min. :-2.6298	Min. :-2.7169	Min. :-2.6738	Min. :-2.58573	Min. :-2.59055	Min. :-2.5324	Min. :-2.1605	Min. :-1.54080	Min. :-2.9453	Min. :-2.2388	Min. :-2.63235	Min. :-2.2732	Min. :-2.2285	Min. :-2.42295	Min. :-2.98435	Min. :-2.5815	Min. :-2.36350	Min. :-2.15025	Min. :-1.43327	Min. :-2.88586	Min. :-2.71344	Min. :-2.88929	Min. :-3.26820	Min. :-3.55406	Min. :-1.2104	Length:1048
1st Qu.:2007	1st Qu.:-0.64950	1st Qu.:-0.71006	1st Qu.:-0.6387	1st Qu.:-0.6607	1st Qu.:-0.6719	1st Qu.:-0.78370	1st Qu.:-0.74400	1st Qu.:-0.6949	1st Qu.:-0.8186	1st Qu.:-0.76167	1st Qu.:-0.6347	1st Qu.:-0.7813	1st Qu.:-0.71598	1st Qu.:-0.7247	1st Qu.:-0.7243	1st Qu.:-0.75834	1st Qu.:-0.74218	1st Qu.:-0.6637	1st Qu.:-0.82915	1st Qu.:-0.66527	1st Qu.:-0.93787	1st Qu.:-0.73871	1st Qu.:-0.68006	1st Qu.:-0.68108	1st Qu.:-0.66016	1st Qu.:-0.71901	1st Qu.:-0.8616	Class :character
Median :2011	Median : 0.04436	Median : 0.01824	Median :-0.1409	Median :-0.1059	Median :-0.1714	Median : 0.01719	Median :-0.05154	Median :-0.1698	Median :-0.1476	Median : 0.01747	Median :-0.1213	Median :-0.0525	Median :-0.01912	Median :-0.1441	Median :-0.1226	Median :-0.04493	Median :-0.06953	Median :-0.1158	Median :-0.06198	Median : 0.07723	Median : 0.05294	Median :-0.02299	Median :-0.07004	Median :-0.03161	Median : 0.05113	Median : 0.02705	Median :-0.1639	Mode :character
Mean :2011	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	NA
3rd Qu.:2015	3rd Qu.: 0.73822	3rd Qu.: 0.56447	3rd Qu.: 0.6887	3rd Qu.: 0.5469	3rd Qu.: 0.5793	3rd Qu.: 0.61787	3rd Qu.: 0.64092	3rd Qu.: 0.6177	3rd Qu.: 0.5234	3rd Qu.: 0.40704	3rd Qu.: 0.6489	3rd Qu.: 0.6763	3rd Qu.: 0.67775	3rd Qu.: 0.6302	3rd Qu.: 0.6295	3rd Qu.: 0.66848	3rd Qu.: 0.60312	3rd Qu.: 0.7061	3rd Qu.: 0.70519	3rd Qu.: 0.44847	3rd Qu.: 0.54835	3rd Qu.: 0.69273	3rd Qu.: 0.74331	3rd Qu.: 0.61787	3rd Qu.: 0.76241	3rd Qu.: 0.62390	3rd Qu.: 0.5338	NA
Max. :2018	Max. : 3.86059	Max. : 4.20597	Max. : 3.6754	Max. : 3.4189	Max. : 3.8324	Max. : 3.42102	Max. : 3.41076	Max. : 4.2928	Max. : 4.5493	Max. : 4.30272	Max. : 3.4730	Max. : 4.3202	Max. : 3.81362	Max. : 3.7272	Max. : 3.3371	Max. : 4.23552	Max. : 4.63902	Max. : 3.1717	Max. : 3.77388	Max. : 4.90343	Max. : 5.00701	Max. : 3.31702	Max. : 3.59004	Max. : 4.25493	Max. : 3.60755	Max. : 2.71288	Max. : 5.1851	NA

Correlation Matrix

df_ncaa_tourney  %>%
  select(-team_id_pair) %>%
  cor() %>%
  reshape2::melt(., id = "Season") %>%
  ggplot(., aes(Var1, Var2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1))

First-Level Analysis

df_level1_tidy <- df_ncaa_tourney %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

df_level1_tidy %>% 
  nice_tables()

Season	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0000000	-3.980646e+00	0.0002991	0.0011108	TRUE
2003	WFGM3	1.0055148	2.458739e+15	0.0000000	0.0000000	TRUE
2003	WFGA3	0.0000000	0.000000e+00	1.0000000	1.0000000	FALSE
2003	WFTM	0.7007912	1.171781e+15	0.0000000	0.0000000	TRUE
2003	WFTA	0.0000000	-1.933454e+00	0.0606556	0.1752272	FALSE
2003	WOR	0.0000000	-5.654137e-01	0.5751159	0.8246700	FALSE
2003	WDR	0.0000000	-3.483288e-01	0.7295157	0.8246700	FALSE
2003	WAst	0.0000000	1.687197e+00	0.0997589	0.2593731	FALSE
2003	WTO	0.0000000	7.131522e-01	0.4801085	0.7604997	FALSE
2003	WStl	0.0000000	1.439632e+00	0.1581593	0.3738311	FALSE
2003	WBlk	0.0000000	-3.061000e-02	0.9757407	1.0000000	FALSE
2003	WPF	0.0000000	-6.854031e-01	0.4972498	0.7604997	FALSE
2003	LFGM3	-0.9573366	-2.429037e+15	0.0000000	0.0000000	TRUE
2003	LFGA3	0.0000000	-3.803710e-01	0.7057880	0.8246700	FALSE
2003	LFTM	-0.6007469	-1.256975e+15	0.0000000	0.0000000	TRUE
2003	LFTA	0.0000000	8.028263e-01	0.4270681	0.7402514	FALSE
2003	LOR	0.0000000	-1.255858e-01	0.9007219	0.9757820	FALSE
2003	LDR	0.0000000	5.034149e-01	0.6175785	0.8246700	FALSE
2003	LAst	0.0000000	8.550726e-01	0.3978702	0.7389018	FALSE
2003	LTO	0.0000000	-1.030021e+00	0.3095119	0.6190239	FALSE
2003	LStl	0.0000000	-1.222213e+00	0.2291544	0.4965013	FALSE
2003	LBlk	0.0000000	-4.069246e-01	0.6863464	0.8246700	FALSE
2003	LPF	0.0000000	2.427102e+00	0.0200698	0.0652269	FALSE
2003	WFGM2	1.1437219	1.998138e+15	0.0000000	0.0000000	TRUE
2003	WFGA2	0.0000000	-4.485303e-01	0.6563178	0.8246700	FALSE
2003	LFGM2	-0.9808827	-2.269682e+15	0.0000000	0.0000000	TRUE
2004	(Intercept)	0.0000000	-4.892456e+00	0.0000186	0.0000690	TRUE
2004	WFGM3	1.0055148	3.276141e+15	0.0000000	0.0000000	TRUE
2004	WFGA3	0.0000000	-5.311299e-01	0.5984198	0.7072234	FALSE
2004	WFTM	0.7007912	1.878275e+15	0.0000000	0.0000000	TRUE
2004	WFTA	0.0000000	-1.289295e+00	0.2050885	0.3808787	FALSE
2004	WOR	0.0000000	-4.405511e-01	0.6620341	0.7483863	FALSE
2004	WDR	0.0000000	-7.069430e-01	0.4839147	0.6621991	FALSE
2004	WAst	0.0000000	2.252052e+00	0.0301783	0.0784636	FALSE
2004	WTO	0.0000000	-1.465048e-01	0.8842974	0.9196693	FALSE
2004	WStl	0.0000000	-9.017534e-01	0.3728682	0.5398301	FALSE
2004	WBlk	0.0000000	-2.527856e-01	0.8017963	0.8686127	FALSE
2004	WPF	0.0000000	2.628223e+00	0.0123149	0.0355763	TRUE
2004	LFGM3	-0.9573366	-4.207307e+15	0.0000000	0.0000000	TRUE
2004	LFGA3	0.0000000	2.679750e+00	0.0108314	0.0352021	TRUE
2004	LFTM	-0.6007469	-1.507358e+15	0.0000000	0.0000000	TRUE
2004	LFTA	0.0000000	9.001144e-01	0.3737285	0.5398301	FALSE
2004	LOR	0.0000000	-5.521170e-01	0.5841011	0.7072234	FALSE
2004	LDR	0.0000000	1.469994e+00	0.1497952	0.3245562	FALSE
2004	LAst	0.0000000	9.200049e-01	0.3633739	0.5398301	FALSE
2004	LTO	0.0000000	-6.307323e-01	0.5319909	0.6915882	FALSE
2004	LStl	0.0000000	1.368529e+00	0.1791836	0.3583672	FALSE
2004	LBlk	0.0000000	-1.960266e+00	0.0573271	0.1355003	FALSE
2004	LPF	0.0000000	1.153108e+00	0.2560680	0.4438513	FALSE
2004	WFGM2	1.1437219	2.557505e+15	0.0000000	0.0000000	TRUE
2004	WFGA2	0.0000000	-7.774190e-02	0.9384413	0.9384413	FALSE
2004	LFGM2	-0.9808827	-4.124071e+15	0.0000000	0.0000000	TRUE
2005	(Intercept)	0.0000000	-1.354921e+00	0.1834434	0.4769529	FALSE
2005	WFGM3	1.0055148	2.607294e+15	0.0000000	0.0000000	TRUE
2005	WFGA3	0.0000000	-3.987167e-01	0.6923337	0.7826381	FALSE
2005	WFTM	0.7007912	1.554040e+15	0.0000000	0.0000000	TRUE
2005	WFTA	0.0000000	-4.142933e-01	0.6809887	0.7826381	FALSE
2005	WOR	0.0000000	8.727533e-01	0.3882792	0.5047630	FALSE
2005	WDR	0.0000000	-1.293064e+00	0.2037953	0.4816980	FALSE
2005	WAst	0.0000000	-1.070098e+00	0.2913255	0.5047630	FALSE
2005	WTO	0.0000000	1.509528e+00	0.1394349	0.4028118	FALSE
2005	WStl	0.0000000	-9.676744e-01	0.3393258	0.5047630	FALSE
2005	WBlk	0.0000000	-8.915785e-01	0.3782299	0.5047630	FALSE
2005	WPF	0.0000000	1.463170e-01	0.8844446	0.8844446	FALSE
2005	LFGM3	-0.9573366	-3.363804e+15	0.0000000	0.0000000	TRUE
2005	LFGA3	0.0000000	-8.902902e-01	0.3789122	0.5047630	FALSE
2005	LFTM	-0.6007469	-1.685573e+15	0.0000000	0.0000000	TRUE
2005	LFTA	0.0000000	-1.040946e+00	0.3044785	0.5047630	FALSE
2005	LOR	0.0000000	-1.614532e-01	0.8725919	0.8844446	FALSE
2005	LDR	0.0000000	1.132350e+00	0.2645821	0.5047630	FALSE
2005	LAst	0.0000000	2.570645e+00	0.0141924	0.0527147	FALSE
2005	LTO	0.0000000	-8.930279e-01	0.3774631	0.5047630	FALSE
2005	LStl	0.0000000	-1.861683e+00	0.0703956	0.2287856	FALSE
2005	LBlk	0.0000000	8.902968e-01	0.3789087	0.5047630	FALSE
2005	LPF	0.0000000	-2.691228e-01	0.7892911	0.8550654	FALSE
2005	WFGM2	1.1437219	1.763915e+15	0.0000000	0.0000000	TRUE
2005	WFGA2	0.0000000	-4.069512e-01	0.6863271	0.7826381	FALSE
2005	LFGM2	-0.9808827	-2.854864e+15	0.0000000	0.0000000	TRUE
2006	(Intercept)	0.0000000	-4.546878e+00	0.0000541	0.0002008	TRUE
2006	WFGM3	1.0055148	2.648482e+15	0.0000000	0.0000000	TRUE
2006	WFGA3	0.0000000	-1.936072e+00	0.0603234	0.1120291	FALSE
2006	WFTM	0.7007912	1.232523e+15	0.0000000	0.0000000	TRUE
2006	WFTA	0.0000000	-1.417007e+00	0.1646279	0.2517838	FALSE
2006	WOR	0.0000000	2.216616e+00	0.0327093	0.0773128	FALSE
2006	WDR	0.0000000	4.269652e+00	0.0001259	0.0004091	TRUE
2006	WAst	0.0000000	1.750711e+00	0.0880660	0.1431073	FALSE
2006	WTO	0.0000000	-2.620506e+00	0.0125525	0.0326365	TRUE
2006	WStl	0.0000000	-4.492313e-01	0.6558166	0.7104680	FALSE
2006	WBlk	0.0000000	-1.357622e+00	0.1825918	0.2637438	FALSE
2006	WPF	0.0000000	-5.318900e-01	0.5978983	0.7066071	FALSE
2006	LFGM3	-0.9573366	-2.007214e+15	0.0000000	0.0000000	TRUE
2006	LFGA3	0.0000000	-1.756216e+00	0.0871090	0.1431073	FALSE
2006	LFTM	-0.6007469	-1.402315e+15	0.0000000	0.0000000	TRUE
2006	LFTA	0.0000000	-1.264970e+00	0.2135847	0.2922738	FALSE
2006	LOR	0.0000000	1.193107e-01	0.9056578	0.9056578	FALSE
2006	LDR	0.0000000	2.447019e-01	0.8080038	0.8403240	FALSE
2006	LAst	0.0000000	-2.164110e+00	0.0368070	0.0797484	FALSE
2006	LTO	0.0000000	2.937558e+00	0.0055945	0.0161619	TRUE
2006	LStl	0.0000000	9.145940e-01	0.3661721	0.4760237	FALSE
2006	LBlk	0.0000000	-4.903247e-01	0.6267235	0.7084700	FALSE
2006	LPF	0.0000000	-5.847957e-01	0.5621415	0.6959848	FALSE
2006	WFGM2	1.1437219	1.871077e+15	0.0000000	0.0000000	TRUE
2006	WFGA2	0.0000000	-2.019051e+00	0.0505777	0.1011555	FALSE
2006	LFGM2	-0.9808827	-2.189369e+15	0.0000000	0.0000000	TRUE
2007	(Intercept)	0.0000000	-2.138039e+00	0.0390057	0.1267686	FALSE
2007	WFGM3	1.0055148	2.426067e+15	0.0000000	0.0000000	TRUE
2007	WFGA3	0.0000000	1.624631e+00	0.1125082	0.2437679	FALSE
2007	WFTM	0.7007912	1.447388e+15	0.0000000	0.0000000	TRUE
2007	WFTA	0.0000000	1.692981e+00	0.0986433	0.2437679	FALSE
2007	WOR	0.0000000	-1.642189e+00	0.1088021	0.2437679	FALSE
2007	WDR	0.0000000	-2.447445e-01	0.8079711	0.8753020	FALSE
2007	WAst	0.0000000	-2.962947e+00	0.0052338	0.0194397	TRUE
2007	WTO	0.0000000	-4.950438e-01	0.6234196	0.7750593	FALSE
2007	WStl	0.0000000	1.131654e+00	0.2648710	0.4329474	FALSE
2007	WBlk	0.0000000	1.136682e+00	0.2627888	0.4329474	FALSE
2007	WPF	0.0000000	-4.737808e-01	0.6383671	0.7750593	FALSE
2007	LFGM3	-0.9573366	-2.433538e+15	0.0000000	0.0000000	TRUE
2007	LFGA3	0.0000000	-1.553567e-01	0.8773624	0.9124569	FALSE
2007	LFTM	-0.6007469	-1.498755e+15	0.0000000	0.0000000	TRUE
2007	LFTA	0.0000000	1.336697e+00	0.1892701	0.3785402	FALSE
2007	LOR	0.0000000	8.859468e-01	0.3812186	0.5216675	FALSE
2007	LDR	0.0000000	-1.715094e+00	0.0944733	0.2437679	FALSE
2007	LAst	0.0000000	-1.057392e+00	0.2970087	0.4542486	FALSE
2007	LTO	0.0000000	3.852290e-02	0.9694725	0.9694725	FALSE
2007	LStl	0.0000000	3.672358e-01	0.7154805	0.8088040	FALSE
2007	LBlk	0.0000000	-1.127910e+00	0.2664292	0.4329474	FALSE
2007	LPF	0.0000000	-4.492274e-01	0.6558194	0.7750593	FALSE
2007	WFGM2	1.1437219	2.006994e+15	0.0000000	0.0000000	TRUE
2007	WFGA2	0.0000000	8.922156e-01	0.3778927	0.5216675	FALSE
2007	LFGM2	-0.9808827	-2.381724e+15	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0000000	-2.644988e+00	0.0118128	0.0414454	TRUE
2008	WFGM3	1.0055148	1.287720e+15	0.0000000	0.0000000	TRUE
2008	WFGA3	0.0000000	6.781797e-01	0.5017669	0.7404819	FALSE
2008	WFTM	0.7007912	6.324543e+14	0.0000000	0.0000000	TRUE
2008	WFTA	0.0000000	-1.184651e-01	0.9063231	0.9425761	FALSE
2008	WOR	0.0000000	1.477362e-01	0.8833321	0.9425761	FALSE
2008	WDR	0.0000000	-4.857484e-01	0.6299348	0.8620161	FALSE
2008	WAst	0.0000000	1.069565e+00	0.2915623	0.5831246	FALSE
2008	WTO	0.0000000	1.097315e+00	0.2794086	0.5831246	FALSE
2008	WStl	0.0000000	2.614117e+00	0.0127524	0.0414454	TRUE
2008	WBlk	0.0000000	-7.810740e-01	0.4395981	0.7404819	FALSE
2008	WPF	0.0000000	1.200369e+00	0.2374259	0.5611884	FALSE
2008	LFGM3	-0.9573366	-2.174801e+15	0.0000000	0.0000000	TRUE
2008	LFGA3	0.0000000	1.607602e-01	0.8731339	0.9425761	FALSE
2008	LFTM	-0.6007469	-1.165442e+15	0.0000000	0.0000000	TRUE
2008	LFTA	0.0000000	-6.609351e-01	0.5126413	0.7404819	FALSE
2008	LOR	0.0000000	-1.905227e+00	0.0643384	0.1858666	FALSE
2008	LDR	0.0000000	3.300176e-01	0.7431992	0.9201514	FALSE
2008	LAst	0.0000000	-9.766393e-01	0.3349245	0.6220027	FALSE
2008	LTO	0.0000000	-1.797795e+00	0.0801588	0.2084129	FALSE
2008	LStl	0.0000000	-4.016958e-01	0.6901583	0.8972057	FALSE
2008	LBlk	0.0000000	2.104824e-01	0.8344158	0.9425761	FALSE
2008	LPF	0.0000000	6.883511e-01	0.4954128	0.7404819	FALSE
2008	WFGM2	1.1437219	8.931258e+14	0.0000000	0.0000000	TRUE
2008	WFGA2	0.0000000	0.000000e+00	1.0000000	1.0000000	FALSE
2008	LFGM2	-0.9808827	-2.108484e+15	0.0000000	0.0000000	TRUE
2009	(Intercept)	0.0000000	-1.926874e+00	0.0614975	0.1453577	FALSE
2009	WFGM3	1.0055148	2.684209e+15	0.0000000	0.0000000	TRUE
2009	WFGA3	0.0000000	-2.241219e-01	0.8238631	0.8936270	FALSE
2009	WFTM	0.7007912	1.425829e+15	0.0000000	0.0000000	TRUE
2009	WFTA	0.0000000	-3.635673e-01	0.7181961	0.8891952	FALSE
2009	WOR	0.0000000	1.013824e+00	0.3170787	0.4849440	FALSE
2009	WDR	0.0000000	4.306422e-01	0.6691614	0.8853622	FALSE
2009	WAst	0.0000000	2.227974e-01	0.8248865	0.8936270	FALSE
2009	WTO	0.0000000	2.447430e-01	0.8079722	0.8936270	FALSE
2009	WStl	0.0000000	2.547198e+00	0.0150296	0.0488462	TRUE
2009	WBlk	0.0000000	4.545733e-01	0.6520025	0.8853622	FALSE
2009	WPF	0.0000000	-3.560088e+00	0.0010161	0.0037739	TRUE
2009	LFGM3	-0.9573366	-3.165679e+15	0.0000000	0.0000000	TRUE
2009	LFGA3	0.0000000	-1.486378e+00	0.1454297	0.2520781	FALSE
2009	LFTM	-0.6007469	-1.365022e+15	0.0000000	0.0000000	TRUE
2009	LFTA	0.0000000	1.497494e+00	0.1425259	0.2520781	FALSE
2009	LOR	0.0000000	-2.435240e+00	0.0196850	0.0568677	FALSE
2009	LDR	0.0000000	-3.179800e-02	0.9747996	1.0000000	FALSE
2009	LAst	0.0000000	-1.203320e+00	0.2362960	0.3839810	FALSE
2009	LTO	0.0000000	-4.142118e-01	0.6810478	0.8853622	FALSE
2009	LStl	0.0000000	-2.191602e+00	0.0346079	0.0899804	FALSE
2009	LBlk	0.0000000	-1.606072e+00	0.1165374	0.2330747	FALSE
2009	LPF	0.0000000	1.724694e+00	0.0927091	0.2008697	FALSE
2009	WFGM2	1.1437219	2.020995e+15	0.0000000	0.0000000	TRUE
2009	WFGA2	0.0000000	0.000000e+00	1.0000000	1.0000000	FALSE
2009	LFGM2	-0.9808827	-2.835589e+15	0.0000000	0.0000000	TRUE
2010	(Intercept)	0.0000000	-7.929857e-01	0.4327096	0.7861750	FALSE
2010	WFGM3	1.0055148	2.098605e+15	0.0000000	0.0000000	TRUE
2010	WFGA3	0.0000000	3.690580e-02	0.9707533	0.9707533	FALSE
2010	WFTM	0.7007912	1.135292e+15	0.0000000	0.0000000	TRUE
2010	WFTA	0.0000000	-6.694319e-01	0.5072673	0.7861750	FALSE
2010	WOR	0.0000000	-3.831479e-01	0.7037452	0.9445055	FALSE
2010	WDR	0.0000000	6.680031e-01	0.5081689	0.7861750	FALSE
2010	WAst	0.0000000	-7.036207e-01	0.4859583	0.7861750	FALSE
2010	WTO	0.0000000	-5.257881e-01	0.6020906	0.8696864	FALSE
2010	WStl	0.0000000	-7.935253e-01	0.4323991	0.7861750	FALSE
2010	WBlk	0.0000000	-3.038896e-01	0.7628698	0.9445055	FALSE
2010	WPF	0.0000000	1.366882e+00	0.1796952	0.6674392	FALSE
2010	LFGM3	-0.9573366	-3.025026e+15	0.0000000	0.0000000	TRUE
2010	LFGA3	0.0000000	9.644683e-01	0.3409092	0.7861750	FALSE
2010	LFTM	-0.6007469	-1.168841e+15	0.0000000	0.0000000	TRUE
2010	LFTA	0.0000000	-6.587356e-01	0.5140375	0.7861750	FALSE
2010	LOR	0.0000000	2.228449e-01	0.8248497	0.9523108	FALSE
2010	LDR	0.0000000	-7.667809e-01	0.4479496	0.7861750	FALSE
2010	LAst	0.0000000	-1.257623e-01	0.9005831	0.9532011	FALSE
2010	LTO	0.0000000	1.168357e+00	0.2499408	0.7297375	FALSE
2010	LStl	0.0000000	3.204552e-01	0.7503789	0.9445055	FALSE
2010	LBlk	0.0000000	1.161702e+00	0.2526014	0.7297375	FALSE
2010	LPF	0.0000000	1.054930e-01	0.9165395	0.9532011	FALSE
2010	WFGM2	1.1437219	1.906552e+15	0.0000000	0.0000000	TRUE
2010	WFGA2	0.0000000	-2.001524e-01	0.8424288	0.9523108	FALSE
2010	LFGM2	-0.9808827	-2.246774e+15	0.0000000	0.0000000	TRUE
2011	(Intercept)	0.0000000	-5.105359e+00	0.0000080	0.0000297	TRUE
2011	WFGM3	1.0055148	3.429226e+15	0.0000000	0.0000000	TRUE
2011	WFGA3	0.0000000	-1.683000e+00	0.0999761	0.1624612	FALSE
2011	WFTM	0.7007912	1.705704e+15	0.0000000	0.0000000	TRUE
2011	WFTA	0.0000000	-7.580900e-03	0.9939881	0.9939881	FALSE
2011	WOR	0.0000000	1.898833e+00	0.0646392	0.1400517	FALSE
2011	WDR	0.0000000	-4.725786e-01	0.6390199	0.7552053	FALSE
2011	WAst	0.0000000	1.453813e+00	0.1536108	0.2349341	FALSE
2011	WTO	0.0000000	1.091485e+00	0.2814324	0.3851180	FALSE
2011	WStl	0.0000000	2.188595e+00	0.0343782	0.1117291	FALSE
2011	WBlk	0.0000000	-2.157980e-02	0.9828878	0.9939881	FALSE
2011	WPF	0.0000000	-1.826427e+00	0.0750735	0.1501470	FALSE
2011	LFGM3	-0.9573366	-4.168754e+15	0.0000000	0.0000000	TRUE
2011	LFGA3	0.0000000	1.389804e-01	0.8901461	0.9643249	FALSE
2011	LFTM	-0.6007469	-1.829292e+15	0.0000000	0.0000000	TRUE
2011	LFTA	0.0000000	1.952198e+00	0.0577664	0.1396380	FALSE
2011	LOR	0.0000000	-2.114254e+00	0.0406201	0.1173469	FALSE
2011	LDR	0.0000000	1.718258e+00	0.0932937	0.1624612	FALSE
2011	LAst	0.0000000	-1.111069e+00	0.2730119	0.3851180	FALSE
2011	LTO	0.0000000	-5.537766e-01	0.5827395	0.7545853	FALSE
2011	LStl	0.0000000	-5.147774e-01	0.6094727	0.7545853	FALSE
2011	LBlk	0.0000000	1.794476e-01	0.8584702	0.9643249	FALSE
2011	LPF	0.0000000	-1.700485e+00	0.0966143	0.1624612	FALSE
2011	WFGM2	1.1437219	2.512554e+15	0.0000000	0.0000000	TRUE
2011	WFGA2	0.0000000	-1.941611e+00	0.0590776	0.1396380	FALSE
2011	LFGM2	-0.9808827	-3.459026e+15	0.0000000	0.0000000	TRUE
2012	(Intercept)	0.0000000	-6.671280e+00	0.0000000	0.0000002	TRUE
2012	WFGM3	1.0055148	2.584277e+15	0.0000000	0.0000000	TRUE
2012	WFGA3	0.0000000	9.027920e-02	0.9285050	0.9650450	FALSE
2012	WFTM	0.7007912	1.116347e+15	0.0000000	0.0000000	TRUE
2012	WFTA	0.0000000	4.409210e-02	0.9650450	0.9650450	FALSE
2012	WOR	0.0000000	-4.163141e-01	0.6793515	0.8729225	FALSE
2012	WDR	0.0000000	-1.865014e+00	0.0693476	0.1639126	FALSE
2012	WAst	0.0000000	-2.493075e+00	0.0167939	0.0545803	FALSE
2012	WTO	0.0000000	1.952968e+00	0.0576721	0.1499474	FALSE
2012	WStl	0.0000000	-1.077222e+00	0.2876788	0.5342607	FALSE
2012	WBlk	0.0000000	1.514372e+00	0.1376032	0.2981403	FALSE
2012	WPF	0.0000000	-3.193710e-01	0.7510668	0.8876244	FALSE
2012	LFGM3	-0.9573366	-2.478513e+15	0.0000000	0.0000000	TRUE
2012	LFGA3	0.0000000	-6.407470e-01	0.5252525	0.7586980	FALSE
2012	LFTM	-0.6007469	-1.106147e+15	0.0000000	0.0000000	TRUE
2012	LFTA	0.0000000	1.345022e+00	0.1860112	0.3720223	FALSE
2012	LOR	0.0000000	6.589220e-02	0.9477839	0.9650450	FALSE
2012	LDR	0.0000000	2.138636e+00	0.0384709	0.1111383	FALSE
2012	LAst	0.0000000	7.079199e-01	0.4830002	0.7387062	FALSE
2012	LTO	0.0000000	-8.157792e-01	0.4193407	0.6814286	FALSE
2012	LStl	0.0000000	4.949036e-01	0.6233100	0.8529505	FALSE
2012	LBlk	0.0000000	9.946926e-01	0.3257203	0.5645818	FALSE
2012	LPF	0.0000000	2.271709e-01	0.8214198	0.9285616	FALSE
2012	WFGM2	1.1437219	1.890021e+15	0.0000000	0.0000000	TRUE
2012	WFGA2	0.0000000	-3.811598e-01	0.7050528	0.8729225	FALSE
2012	LFGM2	-0.9808827	-2.202705e+15	0.0000000	0.0000000	TRUE
2013	(Intercept)	0.0000000	-2.782270e+00	0.0081227	0.0301701	TRUE
2013	WFGM3	1.0055148	2.492199e+15	0.0000000	0.0000000	TRUE
2013	WFGA3	0.0000000	1.657291e+00	0.1050943	0.2277044	FALSE
2013	WFTM	0.7007912	1.219926e+15	0.0000000	0.0000000	TRUE
2013	WFTA	0.0000000	1.282593e+00	0.2068387	0.3543249	FALSE
2013	WOR	0.0000000	-1.423098e+00	0.1622730	0.3013641	FALSE
2013	WDR	0.0000000	-1.125969e+00	0.2667264	0.3569365	FALSE
2013	WAst	0.0000000	-2.259062e+00	0.0292618	0.0845341	FALSE
2013	WTO	0.0000000	1.786321e+00	0.0814439	0.1925037	FALSE
2013	WStl	0.0000000	-1.107422e+00	0.2745666	0.3569365	FALSE
2013	WBlk	0.0000000	-1.567820e+00	0.1246097	0.2492194	FALSE
2013	WPF	0.0000000	-2.358707e+00	0.0231864	0.0753558	FALSE
2013	LFGM3	-0.9573366	-3.139246e+15	0.0000000	0.0000000	TRUE
2013	LFGA3	0.0000000	1.201134e+00	0.2365923	0.3569365	FALSE
2013	LFTM	-0.6007469	-1.272171e+15	0.0000000	0.0000000	TRUE
2013	LFTA	0.0000000	2.096965e+00	0.0422072	0.1097387	FALSE
2013	LOR	0.0000000	-8.633461e-01	0.3929697	0.4865339	FALSE
2013	LDR	0.0000000	-1.121028e+00	0.2687991	0.3569365	FALSE
2013	LAst	0.0000000	-2.146635e-01	0.8310938	0.9003517	FALSE
2013	LTO	0.0000000	-5.379521e-01	0.5935185	0.6709339	FALSE
2013	LStl	0.0000000	6.317100e-02	0.9499374	0.9499374	FALSE
2013	LBlk	0.0000000	5.758011e-01	0.5678969	0.6709339	FALSE
2013	LPF	0.0000000	1.173808e-01	0.9071314	0.9434167	FALSE
2013	WFGM2	1.1437219	1.948472e+15	0.0000000	0.0000000	TRUE
2013	WFGA2	0.0000000	1.250945e+00	0.2180461	0.3543249	FALSE
2013	LFGM2	-0.9808827	-2.576981e+15	0.0000000	0.0000000	TRUE
2014	(Intercept)	0.0000000	-7.425308e+00	0.0000000	0.0000000	TRUE
2014	WFGM3	1.0055148	1.957268e+15	0.0000000	0.0000000	TRUE
2014	WFGA3	0.0000000	2.807091e+00	0.0076170	0.0217145	TRUE
2014	WFTM	0.7007912	1.362708e+15	0.0000000	0.0000000	TRUE
2014	WFTA	0.0000000	2.728054e+00	0.0093375	0.0220704	TRUE
2014	WOR	0.0000000	-3.182779e+00	0.0027821	0.0090417	TRUE
2014	WDR	0.0000000	-3.884581e-01	0.6996870	0.7772896	FALSE
2014	WAst	0.0000000	-7.357541e-01	0.4660689	0.6377785	FALSE
2014	WTO	0.0000000	-8.447626e-01	0.4031461	0.6257255	FALSE
2014	WStl	0.0000000	9.235262e-01	0.3611365	0.6257255	FALSE
2014	WBlk	0.0000000	-7.469729e-01	0.4593424	0.6377785	FALSE
2014	WPF	0.0000000	-5.535732e-01	0.5828775	0.7216578	FALSE
2014	LFGM3	-0.9573366	-2.740642e+15	0.0000000	0.0000000	TRUE
2014	LFGA3	0.0000000	4.924710e-02	0.9609615	0.9609615	FALSE
2014	LFTM	-0.6007469	-1.548221e+15	0.0000000	0.0000000	TRUE
2014	LFTA	0.0000000	5.058523e-01	0.6156694	0.7276093	FALSE
2014	LOR	0.0000000	3.643108e-01	0.7174981	0.7772896	FALSE
2014	LDR	0.0000000	-2.607998e+00	0.0126477	0.0274034	TRUE
2014	LAst	0.0000000	-1.903120e-01	0.8500038	0.8840040	FALSE
2014	LTO	0.0000000	-1.266517e+00	0.2124763	0.3945988	FALSE
2014	LStl	0.0000000	8.339743e-01	0.4091282	0.6257255	FALSE
2014	LBlk	0.0000000	-6.006756e-01	0.5513624	0.7167711	FALSE
2014	LPF	0.0000000	-1.377700e+00	0.1757699	0.3515397	FALSE
2014	WFGM2	1.1437219	1.677221e+15	0.0000000	0.0000000	TRUE
2014	WFGA2	0.0000000	2.771500e+00	0.0083517	0.0217145	TRUE
2014	LFGM2	-0.9808827	-2.833620e+15	0.0000000	0.0000000	TRUE
2015	(Intercept)	0.0000000	-4.565404e+00	0.0000448	0.0001665	TRUE
2015	WFGM3	1.0055148	1.888603e+15	0.0000000	0.0000000	TRUE
2015	WFGA3	0.0000000	-1.288558e+00	0.2047758	0.4436810	FALSE
2015	WFTM	0.7007912	9.308090e+14	0.0000000	0.0000000	TRUE
2015	WFTA	0.0000000	-7.395912e-01	0.4637619	0.6442922	FALSE
2015	WOR	0.0000000	1.292486e+00	0.2034259	0.4436810	FALSE
2015	WDR	0.0000000	-1.341535e+00	0.1871305	0.4436810	FALSE
2015	WAst	0.0000000	-2.842635e-01	0.7776392	0.9080429	FALSE
2015	WTO	0.0000000	7.262700e-03	0.9942404	0.9942404	FALSE
2015	WStl	0.0000000	-5.888200e-01	0.5592123	0.7147758	FALSE
2015	WBlk	0.0000000	-2.140694e-01	0.8315540	0.9080429	FALSE
2015	WPF	0.0000000	8.508031e-01	0.3998204	0.6442922	FALSE
2015	LFGM3	-0.9573366	-2.699831e+15	0.0000000	0.0000000	TRUE
2015	LFGA3	0.0000000	-5.617879e-01	0.5773189	0.7147758	FALSE
2015	LFTM	-0.6007469	-1.300012e+15	0.0000000	0.0000000	TRUE
2015	LFTA	0.0000000	-7.571075e-01	0.4533147	0.6442922	FALSE
2015	LOR	0.0000000	1.534124e+00	0.1326804	0.3832989	FALSE
2015	LDR	0.0000000	1.592412e+00	0.1189737	0.3832989	FALSE
2015	LAst	0.0000000	-8.547163e-01	0.3976752	0.6442922	FALSE
2015	LTO	0.0000000	1.607009e-01	0.8731182	0.9080429	FALSE
2015	LStl	0.0000000	1.607883e-01	0.8730498	0.9080429	FALSE
2015	LBlk	0.0000000	1.120761e+00	0.2689115	0.5317629	FALSE
2015	LPF	0.0000000	-7.278714e-01	0.4708289	0.6442922	FALSE
2015	WFGM2	1.1437219	1.830531e+15	0.0000000	0.0000000	TRUE
2015	WFGA2	0.0000000	-1.080274e+00	0.2863339	0.5317629	FALSE
2015	LFGM2	-0.9808827	-2.360779e+15	0.0000000	0.0000000	TRUE
2016	(Intercept)	0.0000000	-1.080135e+00	0.2863950	0.5727900	FALSE
2016	WFGM3	1.0055148	1.659104e+15	0.0000000	0.0000000	TRUE
2016	WFGA3	0.0000000	-1.684400e-02	0.9866428	0.9866428	FALSE
2016	WFTM	0.7007912	7.915325e+14	0.0000000	0.0000000	TRUE
2016	WFTA	0.0000000	-2.498265e-01	0.8039690	0.8783533	FALSE
2016	WOR	0.0000000	-3.090058e-01	0.7588819	0.8783533	FALSE
2016	WDR	0.0000000	2.409592e-01	0.8107877	0.8783533	FALSE
2016	WAst	0.0000000	-1.429465e+00	0.1604465	0.3476340	FALSE
2016	WTO	0.0000000	-1.443411e+00	0.1565026	0.3476340	FALSE
2016	WStl	0.0000000	-5.687592e-01	0.5726221	0.7834374	FALSE
2016	WBlk	0.0000000	2.524360e-02	0.9799831	0.9866428	FALSE
2016	WPF	0.0000000	-1.997398e+00	0.0524472	0.1603027	FALSE
2016	LFGM3	-0.9573366	-1.893508e+15	0.0000000	0.0000000	TRUE
2016	LFGA3	0.0000000	5.246612e-01	0.6026442	0.7834374	FALSE
2016	LFTM	-0.6007469	-1.109334e+15	0.0000000	0.0000000	TRUE
2016	LFTA	0.0000000	2.555826e+00	0.0143975	0.0534765	FALSE
2016	LOR	0.0000000	-8.891162e-01	0.3791277	0.6161867	FALSE
2016	LDR	0.0000000	-1.024158e+00	0.3117656	0.5789932	FALSE
2016	LAst	0.0000000	1.971088e+00	0.0554894	0.1603027	FALSE
2016	LTO	0.0000000	5.583575e-01	0.5796369	0.7834374	FALSE
2016	LStl	0.0000000	-7.891504e-01	0.4345640	0.6646274	FALSE
2016	LBlk	0.0000000	8.889956e-01	0.3791918	0.6161867	FALSE
2016	LPF	0.0000000	1.734910e+00	0.0902693	0.2347003	FALSE
2016	WFGM2	1.1437219	1.457758e+15	0.0000000	0.0000000	TRUE
2016	WFGA2	0.0000000	3.199047e-01	0.7506651	0.8783533	FALSE
2016	LFGM2	-0.9808827	-1.746246e+15	0.0000000	0.0000000	TRUE
2017	(Intercept)	0.0000000	-1.034253e+00	0.3070799	0.5259485	FALSE
2017	WFGM3	1.0055148	3.782204e+15	0.0000000	0.0000000	TRUE
2017	WFGA3	0.0000000	1.133323e+00	0.2636623	0.5259485	FALSE
2017	WFTM	0.7007912	1.974464e+15	0.0000000	0.0000000	TRUE
2017	WFTA	0.0000000	1.263413e+00	0.2135781	0.5259485	FALSE
2017	WOR	0.0000000	-1.353423e+00	0.1833356	0.5259485	FALSE
2017	WDR	0.0000000	-2.679517e+00	0.0105654	0.0392430	TRUE
2017	WAst	0.0000000	9.681987e-01	0.3386221	0.5259485	FALSE
2017	WTO	0.0000000	1.795472e+00	0.0799517	0.2598429	FALSE
2017	WStl	0.0000000	8.259231e-01	0.4136281	0.5783443	FALSE
2017	WBlk	0.0000000	-3.895977e-01	0.6988505	0.8259143	FALSE
2017	WPF	0.0000000	-7.244050e-02	0.9426036	0.9426036	FALSE
2017	LFGM3	-0.9573366	-3.459743e+15	0.0000000	0.0000000	TRUE
2017	LFGA3	0.0000000	-7.714220e-01	0.4448802	0.5783443	FALSE
2017	LFTM	-0.6007469	-1.344840e+15	0.0000000	0.0000000	TRUE
2017	LFTA	0.0000000	1.031317e-01	0.9183613	0.9426036	FALSE
2017	LOR	0.0000000	-1.615434e-01	0.8724589	0.9426036	FALSE
2017	LDR	0.0000000	2.097734e-01	0.8348835	0.9426036	FALSE
2017	LAst	0.0000000	5.482705e-01	0.5864793	0.7261173	FALSE
2017	LTO	0.0000000	-1.180029e+00	0.2447901	0.5259485	FALSE
2017	LStl	0.0000000	9.575759e-01	0.3438894	0.5259485	FALSE
2017	LBlk	0.0000000	-8.098555e-01	0.4226988	0.5783443	FALSE
2017	LPF	0.0000000	-1.069959e+00	0.2908964	0.5259485	FALSE
2017	WFGM2	1.1437219	2.589263e+15	0.0000000	0.0000000	TRUE
2017	WFGA2	0.0000000	1.066382e+00	0.2924906	0.5259485	FALSE
2017	LFGM2	-0.9808827	-3.483274e+15	0.0000000	0.0000000	TRUE
2018	(Intercept)	0.0000000	-3.400327e+00	0.0015115	0.0043665	TRUE
2018	WFGM3	1.0055148	2.517858e+15	0.0000000	0.0000000	TRUE
2018	WFGA3	0.0000000	-1.852846e+00	0.0711116	0.1232602	FALSE
2018	WFTM	0.7007912	1.415565e+15	0.0000000	0.0000000	TRUE
2018	WFTA	0.0000000	-5.960114e-01	0.5544440	0.6267628	FALSE
2018	WOR	0.0000000	2.492743e+00	0.0168076	0.0312140	TRUE
2018	WDR	0.0000000	4.351837e+00	0.0000876	0.0003253	TRUE
2018	WAst	0.0000000	6.258456e-01	0.5348849	0.6267628	FALSE
2018	WTO	0.0000000	-3.421180e+00	0.0014243	0.0043665	TRUE
2018	WStl	0.0000000	-2.580276e+00	0.0135516	0.0271033	TRUE
2018	WBlk	0.0000000	3.032129e-01	0.7632609	0.7632609	FALSE
2018	WPF	0.0000000	-9.736709e-01	0.3359298	0.4159131	FALSE
2018	LFGM3	-0.9573366	-3.485051e+15	0.0000000	0.0000000	TRUE
2018	LFGA3	0.0000000	-1.257603e+00	0.2156515	0.3076801	FALSE
2018	LFTM	-0.6007469	-1.447834e+15	0.0000000	0.0000000	TRUE
2018	LFTA	0.0000000	1.638751e+00	0.1089176	0.1665799	FALSE
2018	LOR	0.0000000	2.585971e+00	0.0133612	0.0271033	TRUE
2018	LDR	0.0000000	-1.232338e+00	0.2248431	0.3076801	FALSE
2018	LAst	0.0000000	-1.181144e+00	0.2443519	0.3176575	FALSE
2018	LTO	0.0000000	2.737882e+00	0.0091055	0.0215815	TRUE
2018	LStl	0.0000000	2.736806e+00	0.0091306	0.0215815	TRUE
2018	LBlk	0.0000000	-4.734304e-01	0.6384173	0.6916187	FALSE
2018	LPF	0.0000000	-3.991236e-01	0.6918735	0.7195484	FALSE
2018	WFGM2	1.1437219	1.873011e+15	0.0000000	0.0000000	TRUE
2018	WFGA2	0.0000000	-1.703894e+00	0.0959700	0.1559513	FALSE
2018	LFGM2	-0.9808827	-2.380474e+15	0.0000000	0.0000000	TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

Season	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0000000	-3.980646e+00	0.0002991	0.0011108	TRUE
2003	WFGM3	1.0055148	2.458739e+15	0.0000000	0.0000000	TRUE
2003	WFTM	0.7007912	1.171781e+15	0.0000000	0.0000000	TRUE
2003	LFGM3	-0.9573366	-2.429037e+15	0.0000000	0.0000000	TRUE
2003	LFTM	-0.6007469	-1.256975e+15	0.0000000	0.0000000	TRUE
2003	WFGM2	1.1437219	1.998138e+15	0.0000000	0.0000000	TRUE
2003	LFGM2	-0.9808827	-2.269682e+15	0.0000000	0.0000000	TRUE
2004	(Intercept)	0.0000000	-4.892456e+00	0.0000186	0.0000690	TRUE
2004	WFGM3	1.0055148	3.276141e+15	0.0000000	0.0000000	TRUE
2004	WFTM	0.7007912	1.878275e+15	0.0000000	0.0000000	TRUE
2004	WPF	0.0000000	2.628223e+00	0.0123149	0.0355763	TRUE
2004	LFGM3	-0.9573366	-4.207307e+15	0.0000000	0.0000000	TRUE
2004	LFGA3	0.0000000	2.679750e+00	0.0108314	0.0352021	TRUE
2004	LFTM	-0.6007469	-1.507358e+15	0.0000000	0.0000000	TRUE
2004	WFGM2	1.1437219	2.557505e+15	0.0000000	0.0000000	TRUE
2004	LFGM2	-0.9808827	-4.124071e+15	0.0000000	0.0000000	TRUE
2005	WFGM3	1.0055148	2.607294e+15	0.0000000	0.0000000	TRUE
2005	WFTM	0.7007912	1.554040e+15	0.0000000	0.0000000	TRUE
2005	LFGM3	-0.9573366	-3.363804e+15	0.0000000	0.0000000	TRUE
2005	LFTM	-0.6007469	-1.685573e+15	0.0000000	0.0000000	TRUE
2005	WFGM2	1.1437219	1.763915e+15	0.0000000	0.0000000	TRUE
2005	LFGM2	-0.9808827	-2.854864e+15	0.0000000	0.0000000	TRUE
2006	(Intercept)	0.0000000	-4.546878e+00	0.0000541	0.0002008	TRUE
2006	WFGM3	1.0055148	2.648482e+15	0.0000000	0.0000000	TRUE
2006	WFTM	0.7007912	1.232523e+15	0.0000000	0.0000000	TRUE
2006	WDR	0.0000000	4.269652e+00	0.0001259	0.0004091	TRUE
2006	WTO	0.0000000	-2.620506e+00	0.0125525	0.0326365	TRUE
2006	LFGM3	-0.9573366	-2.007214e+15	0.0000000	0.0000000	TRUE
2006	LFTM	-0.6007469	-1.402315e+15	0.0000000	0.0000000	TRUE
2006	LTO	0.0000000	2.937558e+00	0.0055945	0.0161619	TRUE
2006	WFGM2	1.1437219	1.871077e+15	0.0000000	0.0000000	TRUE
2006	LFGM2	-0.9808827	-2.189369e+15	0.0000000	0.0000000	TRUE
2007	WFGM3	1.0055148	2.426067e+15	0.0000000	0.0000000	TRUE
2007	WFTM	0.7007912	1.447388e+15	0.0000000	0.0000000	TRUE
2007	WAst	0.0000000	-2.962947e+00	0.0052338	0.0194397	TRUE
2007	LFGM3	-0.9573366	-2.433538e+15	0.0000000	0.0000000	TRUE
2007	LFTM	-0.6007469	-1.498755e+15	0.0000000	0.0000000	TRUE
2007	WFGM2	1.1437219	2.006994e+15	0.0000000	0.0000000	TRUE
2007	LFGM2	-0.9808827	-2.381724e+15	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0000000	-2.644988e+00	0.0118128	0.0414454	TRUE
2008	WFGM3	1.0055148	1.287720e+15	0.0000000	0.0000000	TRUE
2008	WFTM	0.7007912	6.324543e+14	0.0000000	0.0000000	TRUE
2008	WStl	0.0000000	2.614117e+00	0.0127524	0.0414454	TRUE
2008	LFGM3	-0.9573366	-2.174801e+15	0.0000000	0.0000000	TRUE
2008	LFTM	-0.6007469	-1.165442e+15	0.0000000	0.0000000	TRUE
2008	WFGM2	1.1437219	8.931258e+14	0.0000000	0.0000000	TRUE
2008	LFGM2	-0.9808827	-2.108484e+15	0.0000000	0.0000000	TRUE
2009	WFGM3	1.0055148	2.684209e+15	0.0000000	0.0000000	TRUE
2009	WFTM	0.7007912	1.425829e+15	0.0000000	0.0000000	TRUE
2009	WStl	0.0000000	2.547198e+00	0.0150296	0.0488462	TRUE
2009	WPF	0.0000000	-3.560088e+00	0.0010161	0.0037739	TRUE
2009	LFGM3	-0.9573366	-3.165679e+15	0.0000000	0.0000000	TRUE
2009	LFTM	-0.6007469	-1.365022e+15	0.0000000	0.0000000	TRUE
2009	WFGM2	1.1437219	2.020995e+15	0.0000000	0.0000000	TRUE
2009	LFGM2	-0.9808827	-2.835589e+15	0.0000000	0.0000000	TRUE
2010	WFGM3	1.0055148	2.098605e+15	0.0000000	0.0000000	TRUE
2010	WFTM	0.7007912	1.135292e+15	0.0000000	0.0000000	TRUE
2010	LFGM3	-0.9573366	-3.025026e+15	0.0000000	0.0000000	TRUE
2010	LFTM	-0.6007469	-1.168841e+15	0.0000000	0.0000000	TRUE
2010	WFGM2	1.1437219	1.906552e+15	0.0000000	0.0000000	TRUE
2010	LFGM2	-0.9808827	-2.246774e+15	0.0000000	0.0000000	TRUE
2011	(Intercept)	0.0000000	-5.105359e+00	0.0000080	0.0000297	TRUE
2011	WFGM3	1.0055148	3.429226e+15	0.0000000	0.0000000	TRUE
2011	WFTM	0.7007912	1.705704e+15	0.0000000	0.0000000	TRUE
2011	LFGM3	-0.9573366	-4.168754e+15	0.0000000	0.0000000	TRUE
2011	LFTM	-0.6007469	-1.829292e+15	0.0000000	0.0000000	TRUE
2011	WFGM2	1.1437219	2.512554e+15	0.0000000	0.0000000	TRUE
2011	LFGM2	-0.9808827	-3.459026e+15	0.0000000	0.0000000	TRUE
2012	(Intercept)	0.0000000	-6.671280e+00	0.0000000	0.0000002	TRUE
2012	WFGM3	1.0055148	2.584277e+15	0.0000000	0.0000000	TRUE
2012	WFTM	0.7007912	1.116347e+15	0.0000000	0.0000000	TRUE
2012	LFGM3	-0.9573366	-2.478513e+15	0.0000000	0.0000000	TRUE
2012	LFTM	-0.6007469	-1.106147e+15	0.0000000	0.0000000	TRUE
2012	WFGM2	1.1437219	1.890021e+15	0.0000000	0.0000000	TRUE
2012	LFGM2	-0.9808827	-2.202705e+15	0.0000000	0.0000000	TRUE
2013	(Intercept)	0.0000000	-2.782270e+00	0.0081227	0.0301701	TRUE
2013	WFGM3	1.0055148	2.492199e+15	0.0000000	0.0000000	TRUE
2013	WFTM	0.7007912	1.219926e+15	0.0000000	0.0000000	TRUE
2013	LFGM3	-0.9573366	-3.139246e+15	0.0000000	0.0000000	TRUE
2013	LFTM	-0.6007469	-1.272171e+15	0.0000000	0.0000000	TRUE
2013	WFGM2	1.1437219	1.948472e+15	0.0000000	0.0000000	TRUE
2013	LFGM2	-0.9808827	-2.576981e+15	0.0000000	0.0000000	TRUE
2014	(Intercept)	0.0000000	-7.425308e+00	0.0000000	0.0000000	TRUE
2014	WFGM3	1.0055148	1.957268e+15	0.0000000	0.0000000	TRUE
2014	WFGA3	0.0000000	2.807091e+00	0.0076170	0.0217145	TRUE
2014	WFTM	0.7007912	1.362708e+15	0.0000000	0.0000000	TRUE
2014	WFTA	0.0000000	2.728054e+00	0.0093375	0.0220704	TRUE
2014	WOR	0.0000000	-3.182779e+00	0.0027821	0.0090417	TRUE
2014	LFGM3	-0.9573366	-2.740642e+15	0.0000000	0.0000000	TRUE
2014	LFTM	-0.6007469	-1.548221e+15	0.0000000	0.0000000	TRUE
2014	LDR	0.0000000	-2.607998e+00	0.0126477	0.0274034	TRUE
2014	WFGM2	1.1437219	1.677221e+15	0.0000000	0.0000000	TRUE
2014	WFGA2	0.0000000	2.771500e+00	0.0083517	0.0217145	TRUE
2014	LFGM2	-0.9808827	-2.833620e+15	0.0000000	0.0000000	TRUE
2015	(Intercept)	0.0000000	-4.565404e+00	0.0000448	0.0001665	TRUE
2015	WFGM3	1.0055148	1.888603e+15	0.0000000	0.0000000	TRUE
2015	WFTM	0.7007912	9.308090e+14	0.0000000	0.0000000	TRUE
2015	LFGM3	-0.9573366	-2.699831e+15	0.0000000	0.0000000	TRUE
2015	LFTM	-0.6007469	-1.300012e+15	0.0000000	0.0000000	TRUE
2015	WFGM2	1.1437219	1.830531e+15	0.0000000	0.0000000	TRUE
2015	LFGM2	-0.9808827	-2.360779e+15	0.0000000	0.0000000	TRUE
2016	WFGM3	1.0055148	1.659104e+15	0.0000000	0.0000000	TRUE
2016	WFTM	0.7007912	7.915325e+14	0.0000000	0.0000000	TRUE
2016	LFGM3	-0.9573366	-1.893508e+15	0.0000000	0.0000000	TRUE
2016	LFTM	-0.6007469	-1.109334e+15	0.0000000	0.0000000	TRUE
2016	WFGM2	1.1437219	1.457758e+15	0.0000000	0.0000000	TRUE
2016	LFGM2	-0.9808827	-1.746246e+15	0.0000000	0.0000000	TRUE
2017	WFGM3	1.0055148	3.782204e+15	0.0000000	0.0000000	TRUE
2017	WFTM	0.7007912	1.974464e+15	0.0000000	0.0000000	TRUE
2017	WDR	0.0000000	-2.679517e+00	0.0105654	0.0392430	TRUE
2017	LFGM3	-0.9573366	-3.459743e+15	0.0000000	0.0000000	TRUE
2017	LFTM	-0.6007469	-1.344840e+15	0.0000000	0.0000000	TRUE
2017	WFGM2	1.1437219	2.589263e+15	0.0000000	0.0000000	TRUE
2017	LFGM2	-0.9808827	-3.483274e+15	0.0000000	0.0000000	TRUE
2018	(Intercept)	0.0000000	-3.400327e+00	0.0015115	0.0043665	TRUE
2018	WFGM3	1.0055148	2.517858e+15	0.0000000	0.0000000	TRUE
2018	WFTM	0.7007912	1.415565e+15	0.0000000	0.0000000	TRUE
2018	WOR	0.0000000	2.492743e+00	0.0168076	0.0312140	TRUE
2018	WDR	0.0000000	4.351837e+00	0.0000876	0.0003253	TRUE
2018	WTO	0.0000000	-3.421180e+00	0.0014243	0.0043665	TRUE
2018	WStl	0.0000000	-2.580276e+00	0.0135516	0.0271033	TRUE
2018	LFGM3	-0.9573366	-3.485051e+15	0.0000000	0.0000000	TRUE
2018	LFTM	-0.6007469	-1.447834e+15	0.0000000	0.0000000	TRUE
2018	LOR	0.0000000	2.585971e+00	0.0133612	0.0271033	TRUE
2018	LTO	0.0000000	2.737882e+00	0.0091055	0.0215815	TRUE
2018	LStl	0.0000000	2.736806e+00	0.0091306	0.0215815	TRUE
2018	WFGM2	1.1437219	1.873011e+15	0.0000000	0.0000000	TRUE
2018	LFGM2	-0.9808827	-2.380474e+15	0.0000000	0.0000000	TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

df_level2_tidy %>% nice_tables()

term_level1	term	estimate	statistic	p.value	p.value.fdr	sig.fdr.05	r.squared	adj.r.squared
(Intercept)	(Intercept)	0.0000000	3.126071e-01	0.7591871	0.7591871	FALSE	0.0002360	-0.0021789
(Intercept)	Season	0.0000000	-3.264261e-01	0.7489306	0.7591871	FALSE	0.0002573	-0.0021575
LAst	(Intercept)	0.0000000	-1.185230e-01	0.9073371	0.9076425	FALSE	0.0000339	-0.0023814
LAst	Season	0.0000000	1.181304e-01	0.9076425	0.9076425	FALSE	0.0000337	-0.0023817
LBlk	(Intercept)	0.0000000	-1.185928e+00	0.2553888	0.2554028	FALSE	0.0033857	0.0009784
LBlk	Season	0.0000000	1.185891e+00	0.2554028	0.2554028	FALSE	0.0033855	0.0009782
LDR	(Intercept)	0.0000000	1.145632e+00	0.2711539	0.2711539	FALSE	0.0031602	0.0007524
LDR	Season	0.0000000	-1.145737e+00	0.2711118	0.2711539	FALSE	0.0031608	0.0007530
LFGA3	(Intercept)	0.0000000	4.912029e-01	0.6308936	0.6308936	FALSE	0.0005825	-0.0018316
LFGA3	Season	0.0000000	-4.924225e-01	0.6300530	0.6308936	FALSE	0.0005854	-0.0018287
LFGM2	(Intercept)	-0.9808827	-1.300059e+13	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFGM2	Season	0.0000000	6.090890e-02	0.9522927	0.9522927	FALSE	0.0000090	-0.0024065
LFGM3	(Intercept)	-0.9573366	-1.352445e+13	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFGM3	Season	0.0000000	-1.947650e-01	0.8483751	0.8483751	FALSE	0.0000916	-0.0023236
LFTA	(Intercept)	0.0000000	-1.379287e+00	0.1894424	0.1894424	FALSE	0.0045742	0.0021698
LFTA	Season	0.0000000	1.383846e+00	0.1880721	0.1894424	FALSE	0.0046044	0.0022000
LFTM	(Intercept)	-0.6007469	-9.985777e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
LFTM	Season	0.0000000	-6.111036e-01	0.5509249	0.5509249	FALSE	0.0009012	-0.0015120
LOR	(Intercept)	0.0000000	-1.227797e+00	0.2397669	0.2401770	FALSE	0.0036281	0.0012214
LOR	Season	0.0000000	1.226672e+00	0.2401770	0.2401770	FALSE	0.0036214	0.0012147
LPF	(Intercept)	0.0000000	1.192617e+00	0.2528414	0.2533198	FALSE	0.0034238	0.0010166
LPF	Season	0.0000000	-1.191357e+00	0.2533198	0.2533198	FALSE	0.0034166	0.0010094
LStl	(Intercept)	0.0000000	-1.761807e+00	0.0999132	0.0999132	FALSE	0.0074417	0.0050442
LStl	Season	0.0000000	1.762929e+00	0.0997176	0.0999132	FALSE	0.0074511	0.0050537
LTO	(Intercept)	0.0000000	-9.385498e-01	0.3638730	0.3639821	FALSE	0.0021232	-0.0002871
LTO	Season	0.0000000	9.383299e-01	0.3639821	0.3639821	FALSE	0.0021222	-0.0002881
WAst	(Intercept)	0.0000000	1.088356e+00	0.2948193	0.2948193	FALSE	0.0028530	0.0004444
WAst	Season	0.0000000	-1.089478e+00	0.2943417	0.2948193	FALSE	0.0028589	0.0004503
WBlk	(Intercept)	0.0000000	-3.405225e-01	0.7385189	0.7398389	FALSE	0.0002800	-0.0021348
WBlk	Season	0.0000000	3.387313e-01	0.7398389	0.7398389	FALSE	0.0002771	-0.0021377
WDR	(Intercept)	0.0000000	4.246270e-02	0.9667295	0.9667457	FALSE	0.0000044	-0.0024111
WDR	Season	0.0000000	-4.244200e-02	0.9667457	0.9667457	FALSE	0.0000044	-0.0024111
WFGA2	(Intercept)	0.0000000	-6.632673e-01	0.5179323	0.5185796	FALSE	0.0010615	-0.0013514
WFGA2	Season	0.0000000	6.622262e-01	0.5185796	0.5185796	FALSE	0.0010582	-0.0013547
WFGA3	(Intercept)	0.0000000	-1.777355e-01	0.8614767	0.8614767	FALSE	0.0000763	-0.0023390
WFGA3	Season	0.0000000	1.781881e-01	0.8611279	0.8614767	FALSE	0.0000767	-0.0023386
WFGM2	(Intercept)	1.1437219	1.171219e+13	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM2	Season	0.0000000	-7.932976e-01	0.4408427	0.4408427	FALSE	0.0015178	-0.0008940
WFGM3	(Intercept)	1.0055148	1.118114e+13	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFGM3	Season	0.0000000	3.650093e-01	0.7205595	0.7205595	FALSE	0.0003217	-0.0020930
WFTA	(Intercept)	0.0000000	-1.642764e+00	0.1226942	0.1228061	FALSE	0.0064763	0.0040765
WFTA	Season	0.0000000	1.642228e+00	0.1228061	0.1228061	FALSE	0.0064721	0.0040723
WFTM	(Intercept)	0.7007912	8.550230e+12	0.0000000	0.0000000	TRUE	1.0000000	1.0000000
WFTM	Season	0.0000000	-1.097353e+00	0.2910033	0.2910033	FALSE	0.0029002	0.0004918
WOR	(Intercept)	0.0000000	2.572066e-01	0.8007610	0.8008755	FALSE	0.0001598	-0.0022553
WOR	Season	0.0000000	-2.570553e-01	0.8008755	0.8008755	FALSE	0.0001596	-0.0022555
WPF	(Intercept)	0.0000000	1.082738e+00	0.2972212	0.2972212	FALSE	0.0028237	0.0004151
WPF	Season	0.0000000	-1.085127e+00	0.2961983	0.2972212	FALSE	0.0028361	0.0004275
WStl	(Intercept)	0.0000000	1.455319e+00	0.1676361	0.1678587	FALSE	0.0050898	0.0026866
WStl	Season	0.0000000	-1.454503e+00	0.1678587	0.1678587	FALSE	0.0050841	0.0026809
WTO	(Intercept)	0.0000000	6.611030e-01	0.5192784	0.5192784	FALSE	0.0010546	-0.0013583
WTO	Season	0.0000000	-6.617312e-01	0.5188875	0.5192784	FALSE	0.0010566	-0.0013563

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

term_level1	term	estimate	statistic	sig.fdr.05	r.squared	adj.r.squared
LFGM2	(Intercept)	-0.9808827	-1.300059e+13	TRUE	1	1
LFGM3	(Intercept)	-0.9573366	-1.352445e+13	TRUE	1	1
LFTM	(Intercept)	-0.6007469	-9.985777e+12	TRUE	1	1
WFGM2	(Intercept)	1.1437219	1.171219e+13	TRUE	1	1
WFGM3	(Intercept)	1.0055148	1.118114e+13	TRUE	1	1
WFTM	(Intercept)	0.7007912	8.550230e+12	TRUE	1	1

Combined

df_regular_season <- df_regular_season %>%
  mutate(type = -0.5)
df_ncaa_tourney <- df_ncaa_tourney %>%
  mutate(type = 0.5)

df_combined <- rbind(df_regular_season, df_ncaa_tourney)

Summary

summary(df_combined) %>%
  nice_tables() %>%
  scroll_box(width = "100%")

`Season </th>`	`WFGM3 </th>`	`WFGA3 </th>`	`WFTM </th>`	`WFTA </th>`	`WOR </th>`	`WDR </th>`	`WAst </th>`	`WTO </th>`	`WStl </th>`	`WBlk </th>`	`WPF </th>`	`LFGM3 </th>`	`LFGA3 </th>`	`LFTM </th>`	`LFTA </th>`	`LOR </th>`	`LDR </th>`	`LAst </th>`	`LTO </th>`	`LStl </th>`	`LBlk </th>`	`LPF </th>`	`WFGM2 </th>`	`WFGA2 </th>`	`LFGM2 </th>`	`LFGA2 </th>`	diff_score	team_id_pair	`type </th>`
Min. :2003	Min. :-2.38415	Min. :-3.00802	Min. :-2.62984	Min. :-2.80023	Min. :-2.673827	Min. :-4.2024	Min. :-3.1118	Min. :-2.978797	Min. :-2.2418	Min. :-1.5539	Min. :-3.5004	Min. :-2.238839	Min. :-3.10974	Min. :-2.27323	Min. :-2.52914	Min. :-2.6569	Min. :-3.8708	Min. :-3.0640	Min. :-3.24720	Min. :-2.175211	Min. :-1.43327	Min. :-3.49597	Min. :-3.616074	Min. :-3.91814	Min. :-3.3739	Min. :-5.70169	Min. :-1.2104	Length:83089	Min. :-0.5000
1st Qu.:2007	1st Qu.:-0.66693	1st Qu.:-0.75224	1st Qu.:-0.66490	1st Qu.:-0.71015	1st Qu.:-0.717250	1st Qu.:-0.7321	1st Qu.:-0.6190	1st Qu.:-0.748501	1st Qu.:-0.6479	1st Qu.:-0.7444	1st Qu.:-0.6010	1st Qu.:-0.723445	1st Qu.:-0.73557	1st Qu.:-0.78347	1st Qu.:-0.71205	1st Qu.:-0.7571	1st Qu.:-0.7802	1st Qu.:-0.6524	1st Qu.:-0.75952	1st Qu.:-0.731400	1st Qu.:-0.91683	1st Qu.:-0.62448	1st Qu.:-0.639179	1st Qu.:-0.62040	1st Qu.:-0.5893	1st Qu.:-0.62684	1st Qu.:-0.7599	Class :character	1st Qu.:-0.5000
Median :2011	Median :-0.01028	Median :-0.05815	Median :-0.02558	Median :-0.09542	Median : 0.007277	Median :-0.1197	Median :-0.1658	Median :-0.005069	Median :-0.0103	Median :-0.3397	Median :-0.1177	Median : 0.000927	Median :-0.05724	Median :-0.03899	Median :-0.01317	Median :-0.0447	Median :-0.1179	Median :-0.1165	Median :-0.08106	Median :-0.009494	Median : 0.06329	Median : 0.03818	Median :-0.001273	Median :-0.09276	Median :-0.1252	Median :-0.02979	Median :-0.2159	Mode :character	Median :-0.5000
Mean :2011	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.000000	Mean : 0.0000	Mean : 0.0000	Mean : 0.000000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.000000	Mean : 0.00000	Mean : 0.00000	Mean : 0.00000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.00000	Mean : 0.000000	Mean : 0.00000	Mean : 0.00000	Mean : 0.000000	Mean : 0.00000	Mean : 0.0000	Mean : 0.00000	Mean : 0.0000	NA	Mean :-0.4874
3rd Qu.:2015	3rd Qu.: 0.64638	3rd Qu.: 0.63594	3rd Qu.: 0.61374	3rd Qu.: 0.64225	3rd Qu.: 0.731804	3rd Qu.: 0.6969	3rd Qu.: 0.6409	3rd Qu.: 0.738364	3rd Qu.: 0.6273	3rd Qu.: 0.4698	3rd Qu.: 0.6071	3rd Qu.: 0.725300	3rd Qu.: 0.62109	3rd Qu.: 0.70550	3rd Qu.: 0.68570	3rd Qu.: 0.6677	3rd Qu.: 0.5443	3rd Qu.: 0.6873	3rd Qu.: 0.59740	3rd Qu.: 0.712411	3rd Qu.: 0.55336	3rd Qu.: 0.70083	3rd Qu.: 0.636634	3rd Qu.: 0.69870	3rd Qu.: 0.5709	3rd Qu.: 0.71651	3rd Qu.: 0.4369	NA	3rd Qu.:-0.5000
Max. :2018	Max. : 6.22792	Max. : 6.53567	Max. : 5.08901	Max. : 5.43714	Max. : 6.528022	Max. : 5.5962	Max. : 5.7263	Max. : 4.951145	Max. : 6.0467	Max. : 6.9457	Max. : 5.6811	Max. : 5.795908	Max. : 6.55651	Max. : 5.54467	Max. : 5.99718	Max. : 5.8920	Max. : 6.0633	Max. : 5.2425	Max. : 6.02507	Max. : 5.765750	Max. : 7.41426	Max. : 5.56027	Max. : 6.165153	Max. : 5.71126	Max. : 5.4439	Max. : 4.44802	Max. : 6.8560	NA	Max. : 0.5000

Correlation Matrix

df_combined  %>%
  select(-team_id_pair, -type) %>%
  cor() %>%
  reshape2::melt(., id = "Season") %>%
  ggplot(., aes(Var1, Var2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1))

First-Level Analysis

df_level1_tidy <- df_combined %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")

df_level1_tidy %>% 
  nice_tables()

Season	term	estimate	std.error	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0128208	0.0008243	15.5528459	0.0000000	0.0000000	TRUE
2003	WFGM3	0.9934708	0.0005533	1795.5985123	0.0000000	0.0000000	TRUE
2003	WFGA3	-0.0003550	0.0008570	-0.4142289	0.6787256	0.7282186	FALSE
2003	WFTM	0.6797602	0.0006970	975.3190227	0.0000000	0.0000000	TRUE
2003	WFTA	0.0004976	0.0008665	0.5742883	0.5658005	0.7282186	FALSE
2003	WOR	0.0004161	0.0006212	0.6698796	0.5029678	0.7282186	FALSE
2003	WDR	0.0013688	0.0004436	3.0853197	0.0020453	0.0052062	TRUE
2003	WAst	0.0001400	0.0002664	0.5257075	0.5991165	0.7282186	FALSE
2003	WTO	-0.0008102	0.0004141	-1.9566506	0.0504483	0.1086579	FALSE
2003	WStl	0.0002725	0.0002705	1.0072061	0.3138881	0.5493042	FALSE
2003	WBlk	-0.0000816	0.0002134	-0.3823614	0.7022108	0.7282186	FALSE
2003	WPF	-0.0000177	0.0003847	-0.0460167	0.9632989	0.9632989	FALSE
2003	LFGM3	-0.6923901	0.0247569	-27.9675979	0.0000000	0.0000000	TRUE
2003	LFGA3	-0.4457074	0.0528520	-8.4331221	0.0000000	0.0000000	TRUE
2003	LFTM	-0.5836950	0.0005406	-1079.7700673	0.0000000	0.0000000	TRUE
2003	LFTA	-0.0004335	0.0005972	-0.7257819	0.4680090	0.7280140	FALSE
2003	LOR	0.0000957	0.0002235	0.4282470	0.6684911	0.7282186	FALSE
2003	LDR	-0.0010372	0.0006134	-1.6909655	0.0909104	0.1818208	FALSE
2003	LAst	-0.0000950	0.0002369	-0.4009675	0.6884625	0.7282186	FALSE
2003	LTO	0.0009990	0.0004605	2.1691203	0.0301240	0.0702894	FALSE
2003	LStl	-0.0001517	0.0002518	-0.6025869	0.5468129	0.7282186	FALSE
2003	LBlk	0.0000867	0.0002099	0.4131389	0.6795239	0.7282186	FALSE
2003	LPF	-0.0003553	0.0004167	-0.8526164	0.3939160	0.6488027	FALSE
2003	WFGM2	1.0244417	0.0007220	1418.8187455	0.0000000	0.0000000	TRUE
2003	WFGA2	-0.0013189	0.0011134	-1.1845802	0.2362440	0.4409887	FALSE
2003	LFGM2	-0.6113173	0.0386235	-15.8276199	0.0000000	0.0000000	TRUE
2003	LFGA2	-0.5064335	0.0600651	-8.4314158	0.0000000	0.0000000	TRUE
2003	type	0.0259741	0.0016302	15.9333690	0.0000000	0.0000000	TRUE
2004	(Intercept)	-0.0043045	0.0007182	-5.9934731	0.0000000	0.0000000	TRUE
2004	WFGM3	0.9940021	0.0004784	2077.9029650	0.0000000	0.0000000	TRUE
2004	WFGA3	-0.0010580	0.0007629	-1.3867353	0.1655896	0.3311792	FALSE
2004	WFTM	0.6812417	0.0006046	1126.7731275	0.0000000	0.0000000	TRUE
2004	WFTA	0.0002111	0.0007501	0.2813714	0.7784382	0.8072692	FALSE
2004	WOR	0.0006712	0.0005500	1.2204179	0.2223690	0.3891457	FALSE
2004	WDR	0.0006830	0.0004021	1.6987651	0.0894310	0.2276425	FALSE
2004	WAst	0.0004961	0.0002400	2.0667704	0.0388115	0.1086723	FALSE
2004	WTO	-0.0001473	0.0003734	-0.3945052	0.6932263	0.7465514	FALSE
2004	WStl	0.0001819	0.0002405	0.7564833	0.4493982	0.5472970	FALSE
2004	WBlk	-0.0001462	0.0001934	-0.7562043	0.4495654	0.5472970	FALSE
2004	WPF	0.0003034	0.0003352	0.9050566	0.3654827	0.5116758	FALSE
2004	LFGM3	-0.9326869	0.0199897	-46.6584618	0.0000000	0.0000000	TRUE
2004	LFGA3	0.0664602	0.0426941	1.5566587	0.1196202	0.2584629	FALSE
2004	LFTM	-0.5842983	0.0004708	-1241.0976927	0.0000000	0.0000000	TRUE
2004	LFTA	-0.0005033	0.0005139	-0.9795099	0.3273795	0.5053013	FALSE
2004	LOR	-0.0001859	0.0001960	-0.9485819	0.3428830	0.5053013	FALSE
2004	LDR	0.0003448	0.0005311	0.6492503	0.5162090	0.5781540	FALSE
2004	LAst	-0.0001705	0.0002129	-0.8008502	0.4232597	0.5472970	FALSE
2004	LTO	0.0004515	0.0004120	1.0958707	0.2731927	0.4499644	FALSE
2004	LStl	0.0000099	0.0002283	0.0434630	0.9653343	0.9653343	FALSE
2004	LBlk	0.0001250	0.0001907	0.6558673	0.5119422	0.5781540	FALSE
2004	LPF	-0.0010754	0.0003630	-2.9624514	0.0030676	0.0095436	TRUE
2004	WFGM2	1.0244606	0.0006316	1622.0162764	0.0000000	0.0000000	TRUE
2004	WFGA2	-0.0012565	0.0009886	-1.2709260	0.2038191	0.3804624	FALSE
2004	LFGM2	-0.9863278	0.0311913	-31.6219323	0.0000000	0.0000000	TRUE
2004	LFGA2	0.0754557	0.0485227	1.5550593	0.1200006	0.2584629	FALSE
2004	type	-0.0082746	0.0014240	-5.8107630	0.0000000	0.0000000	TRUE
2005	(Intercept)	-0.0040437	0.0007815	-5.1741274	0.0000002	0.0000010	TRUE
2005	WFGM3	0.9934879	0.0005325	1865.8495639	0.0000000	0.0000000	TRUE
2005	WFGA3	0.0004036	0.0008407	0.4800222	0.6312339	0.7116456	FALSE
2005	WFTM	0.6802143	0.0006549	1038.5931133	0.0000000	0.0000000	TRUE
2005	WFTA	0.0003840	0.0008098	0.4741739	0.6353979	0.7116456	FALSE
2005	WOR	-0.0006514	0.0006061	-1.0747365	0.2825477	0.4653727	FALSE
2005	WDR	0.0003391	0.0004338	0.7816207	0.4344768	0.5793024	FALSE
2005	WAst	-0.0000883	0.0002525	-0.3497853	0.7265155	0.7824013	FALSE
2005	WTO	-0.0002787	0.0004067	-0.6853750	0.4931410	0.6276341	FALSE
2005	WStl	0.0000040	0.0002553	0.0155841	0.9875669	0.9875669	FALSE
2005	WBlk	-0.0002200	0.0002007	-1.0964740	0.2729274	0.4653727	FALSE
2005	WPF	-0.0006968	0.0003522	-1.9785273	0.0479274	0.1118306	FALSE
2005	LFGM3	-0.9507857	0.0200884	-47.3300696	0.0000000	0.0000000	TRUE
2005	LFGA3	0.1054699	0.0428837	2.4594415	0.0139510	0.0355117	TRUE
2005	LFTM	-0.5846786	0.0005071	-1152.9481647	0.0000000	0.0000000	TRUE
2005	LFTA	0.0008065	0.0005503	1.4653680	0.1428873	0.2857746	FALSE
2005	LOR	0.0003878	0.0002112	1.8359593	0.0664267	0.1430728	FALSE
2005	LDR	-0.0005815	0.0005979	-0.9725720	0.3308160	0.4875183	FALSE
2005	LAst	0.0002390	0.0002350	1.0168732	0.3092660	0.4810804	FALSE
2005	LTO	-0.0000478	0.0004481	-0.1065873	0.9151210	0.9490143	FALSE
2005	LStl	0.0001469	0.0002408	0.6100143	0.5418817	0.6596821	FALSE
2005	LBlk	-0.0005459	0.0001961	-2.7841525	0.0053882	0.0167633	TRUE
2005	LPF	0.0003263	0.0003903	0.8360206	0.4031857	0.5644600	FALSE
2005	WFGM2	1.0236810	0.0007032	1455.8429280	0.0000000	0.0000000	TRUE
2005	WFGA2	0.0013421	0.0010976	1.2227153	0.2214984	0.4134637	FALSE
2005	LFGM2	-1.0149416	0.0313518	-32.3726927	0.0000000	0.0000000	TRUE
2005	LFGA2	0.1199602	0.0487520	2.4606210	0.0139053	0.0355117	TRUE
2005	type	-0.0078648	0.0015494	-5.0759304	0.0000004	0.0000014	TRUE
2006	(Intercept)	-0.0098970	0.0006607	-14.9805252	0.0000000	0.0000000	TRUE
2006	WFGM3	0.9936465	0.0004521	2197.8634924	0.0000000	0.0000000	TRUE
2006	WFGA3	0.0004941	0.0007365	0.6708341	0.5023586	0.7033020	FALSE
2006	WFTM	0.6805276	0.0005765	1180.5237305	0.0000000	0.0000000	TRUE
2006	WFTA	-0.0003599	0.0007047	-0.5107519	0.6095483	0.7111397	FALSE
2006	WOR	-0.0006691	0.0005329	-1.2556281	0.2093121	0.3907158	FALSE
2006	WDR	0.0002784	0.0003700	0.7523993	0.4518479	0.6955497	FALSE
2006	WAst	0.0001153	0.0002124	0.5428618	0.5872502	0.7111397	FALSE
2006	WTO	-0.0000643	0.0003527	-0.1824176	0.8552627	0.8890889	FALSE
2006	WStl	0.0004617	0.0002181	2.1172489	0.0342901	0.0872839	FALSE
2006	WBlk	0.0002477	0.0001678	1.4758370	0.1400533	0.3016533	FALSE
2006	WPF	0.0000110	0.0003004	0.0364509	0.9709243	0.9709243	FALSE
2006	LFGM3	-1.0861141	0.0181110	-59.9696915	0.0000000	0.0000000	TRUE
2006	LFGA3	0.3952022	0.0386621	10.2219457	0.0000000	0.0000000	TRUE
2006	LFTM	-0.5847252	0.0004360	-1341.1672989	0.0000000	0.0000000	TRUE
2006	LFTA	0.0000842	0.0004684	0.1797763	0.8573358	0.8890889	FALSE
2006	LOR	-0.0000500	0.0001837	-0.2722349	0.7854531	0.8797075	FALSE
2006	LDR	-0.0004457	0.0005002	-0.8910607	0.3729413	0.6444173	FALSE
2006	LAst	-0.0001088	0.0001954	-0.5567255	0.5777410	0.7111397	FALSE
2006	LTO	-0.0005300	0.0003845	-1.3784565	0.1681267	0.3362534	FALSE
2006	LStl	-0.0001462	0.0002033	-0.7193178	0.4719802	0.6955497	FALSE
2006	LBlk	0.0000916	0.0001639	0.5589574	0.5762169	0.7111397	FALSE
2006	LPF	0.0005164	0.0003310	1.5602593	0.1187646	0.2771175	FALSE
2006	WFGM2	1.0237464	0.0005905	1733.8263456	0.0000000	0.0000000	TRUE
2006	WFGA2	0.0008124	0.0009475	0.8574242	0.3912534	0.6444173	FALSE
2006	LFGM2	-1.2269682	0.0282506	-43.4315397	0.0000000	0.0000000	TRUE
2006	LFGA2	0.4494678	0.0439366	10.2299085	0.0000000	0.0000000	TRUE
2006	type	-0.0200553	0.0013130	-15.2740869	0.0000000	0.0000000	TRUE
2007	(Intercept)	-0.0112160	0.0008201	-13.6759316	0.0000000	0.0000000	TRUE
2007	WFGM3	0.9936291	0.0005410	1836.6865577	0.0000000	0.0000000	TRUE
2007	WFGA3	-0.0009929	0.0008711	-1.1398894	0.2543861	0.3957118	FALSE
2007	WFTM	0.6802025	0.0006824	996.7330668	0.0000000	0.0000000	TRUE
2007	WFTA	0.0002211	0.0008542	0.2587886	0.7958088	0.7958088	FALSE
2007	WOR	0.0010460	0.0006358	1.6452282	0.0999847	0.1915154	FALSE
2007	WDR	0.0012475	0.0004526	2.7563897	0.0058652	0.0149296	TRUE
2007	WAst	0.0007491	0.0002663	2.8134503	0.0049201	0.0137764	TRUE
2007	WTO	-0.0011051	0.0004236	-2.6087858	0.0091130	0.0212638	TRUE
2007	WStl	-0.0003087	0.0002693	-1.1462621	0.2517407	0.3957118	FALSE
2007	WBlk	0.0001645	0.0002058	0.7992127	0.4242044	0.5164228	FALSE
2007	WPF	-0.0005289	0.0003641	-1.4526230	0.1463902	0.2561829	FALSE
2007	LFGM3	-0.8770625	0.0227129	-38.6151917	0.0000000	0.0000000	TRUE
2007	LFGA3	-0.0516214	0.0484882	-1.0646177	0.2870996	0.4009660	FALSE
2007	LFTM	-0.5832563	0.0005212	-1119.0331683	0.0000000	0.0000000	TRUE
2007	LFTA	-0.0003329	0.0005690	-0.5850071	0.5585689	0.6255972	FALSE
2007	LOR	0.0000600	0.0002172	0.2763214	0.7823125	0.7958088	FALSE
2007	LDR	-0.0005627	0.0006086	-0.9245387	0.3552498	0.4521361	FALSE
2007	LAst	0.0002527	0.0002442	1.0349864	0.3007245	0.4009660	FALSE
2007	LTO	0.0014422	0.0004641	3.1074978	0.0018972	0.0059024	TRUE
2007	LStl	0.0001214	0.0002472	0.4911573	0.6233364	0.6712854	FALSE
2007	LBlk	-0.0003519	0.0002037	-1.7274183	0.0841534	0.1812534	FALSE
2007	LPF	-0.0006450	0.0003951	-1.6326836	0.1025975	0.1915154	FALSE
2007	WFGM2	1.0236576	0.0007155	1430.6365536	0.0000000	0.0000000	TRUE
2007	WFGA2	-0.0008372	0.0011370	-0.7363495	0.4615520	0.5384773	FALSE
2007	LFGM2	-0.8991327	0.0354436	-25.3679705	0.0000000	0.0000000	TRUE
2007	LFGA2	-0.0589496	0.0551105	-1.0696610	0.2848228	0.4009660	FALSE
2007	type	-0.0222842	0.0016350	-13.6291543	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0163905	0.0007699	21.2894271	0.0000000	0.0000000	TRUE
2008	WFGM3	0.9942179	0.0004966	2001.9374057	0.0000000	0.0000000	TRUE
2008	WFGA3	-0.0014300	0.0008004	-1.7866986	0.0740445	0.1295778	FALSE
2008	WFTM	0.6818090	0.0006295	1083.1220830	0.0000000	0.0000000	TRUE
2008	WFTA	-0.0012098	0.0007812	-1.5485398	0.1215533	0.2002054	FALSE
2008	WOR	0.0010781	0.0005843	1.8452552	0.0650573	0.1295778	FALSE
2008	WDR	0.0009725	0.0004150	2.3432643	0.0191533	0.0487539	TRUE
2008	WAst	0.0002712	0.0002410	1.1253440	0.2604953	0.3315394	FALSE
2008	WTO	-0.0007715	0.0003867	-1.9953264	0.0460594	0.1074719	FALSE
2008	WStl	-0.0000602	0.0002484	-0.2421427	0.8086791	0.8708852	FALSE
2008	WBlk	-0.0000476	0.0001928	-0.2470466	0.8048819	0.8708852	FALSE
2008	WPF	-0.0000512	0.0003300	-0.1552656	0.8766180	0.9090853	FALSE
2008	LFGM3	-0.7116036	0.0200691	-35.4577144	0.0000000	0.0000000	TRUE
2008	LFGA3	-0.4057318	0.0428413	-9.4705662	0.0000000	0.0000000	TRUE
2008	LFTM	-0.5832760	0.0004873	-1196.8469325	0.0000000	0.0000000	TRUE
2008	LFTA	-0.0009607	0.0005242	-1.8326305	0.0669147	0.1295778	FALSE
2008	LOR	0.0001434	0.0002015	0.7117730	0.4766373	0.5560768	FALSE
2008	LDR	0.0004455	0.0005642	0.7895859	0.4298056	0.5232416	FALSE
2008	LAst	0.0002798	0.0002216	1.2621528	0.2069504	0.2897306	FALSE
2008	LTO	0.0005161	0.0004296	1.2014068	0.2296482	0.3061976	FALSE
2008	LStl	0.0003456	0.0002324	1.4869903	0.1370780	0.2132325	FALSE
2008	LBlk	0.0000017	0.0001882	0.0089336	0.9928725	0.9928725	FALSE
2008	LPF	-0.0004769	0.0003625	-1.3155654	0.1883779	0.2776096	FALSE
2008	WFGM2	1.0250386	0.0006669	1536.9165664	0.0000000	0.0000000	TRUE
2008	WFGA2	-0.0018954	0.0010505	-1.8042434	0.0712510	0.1295778	FALSE
2008	LFGM2	-0.6413789	0.0313096	-20.4850593	0.0000000	0.0000000	TRUE
2008	LFGA2	-0.4607854	0.0486910	-9.4634701	0.0000000	0.0000000	TRUE
2008	type	0.0325517	0.0015366	21.1837926	0.0000000	0.0000000	TRUE
2009	(Intercept)	0.0146876	0.0007673	19.1428995	0.0000000	0.0000000	TRUE
2009	WFGM3	0.9948322	0.0004969	2001.9852986	0.0000000	0.0000000	TRUE
2009	WFGA3	-0.0009643	0.0007849	-1.2285464	0.2192966	0.3411281	FALSE
2009	WFTM	0.6814715	0.0006235	1092.9279475	0.0000000	0.0000000	TRUE
2009	WFTA	-0.0002254	0.0007639	-0.2950697	0.7679522	0.8270255	FALSE
2009	WOR	0.0007389	0.0005717	1.2924261	0.1962661	0.3367746	FALSE
2009	WDR	0.0006086	0.0004154	1.4652798	0.1429041	0.2858082	FALSE
2009	WAst	0.0000771	0.0002435	0.3167452	0.7514495	0.8270255	FALSE
2009	WTO	-0.0006591	0.0003946	-1.6703914	0.0949012	0.2415666	FALSE
2009	WStl	-0.0001091	0.0002551	-0.4277174	0.6688743	0.7803534	FALSE
2009	WBlk	-0.0000931	0.0001930	-0.4826366	0.6293738	0.7661942	FALSE
2009	WPF	0.0002273	0.0003366	0.6754348	0.4994291	0.6356371	FALSE
2009	LFGM3	-0.8552895	0.0201650	-42.4144604	0.0000000	0.0000000	TRUE
2009	LFGA3	-0.0997701	0.0430586	-2.3170738	0.0205377	0.0585612	FALSE
2009	LFTM	-0.5848098	0.0004848	-1206.3246547	0.0000000	0.0000000	TRUE
2009	LFTA	-0.0004662	0.0005218	-0.8934679	0.3716473	0.5476908	FALSE
2009	LOR	0.0003209	0.0001980	1.6209210	0.1050942	0.2452199	FALSE
2009	LDR	0.0007128	0.0005525	1.2902362	0.1970251	0.3367746	FALSE
2009	LAst	0.0001905	0.0002245	0.8488840	0.3959843	0.5543780	FALSE
2009	LTO	0.0003166	0.0004333	0.7307377	0.4649718	0.6199623	FALSE
2009	LStl	0.0003722	0.0002392	1.5561753	0.1197263	0.2578720	FALSE
2009	LBlk	-0.0000481	0.0001881	-0.2558072	0.7981097	0.8276693	FALSE
2009	LPF	-0.0000618	0.0003685	-0.1677705	0.8667703	0.8667703	FALSE
2009	WFGM2	1.0254889	0.0006552	1565.2512385	0.0000000	0.0000000	TRUE
2009	WFGA2	-0.0012923	0.0010183	-1.2690748	0.2044703	0.3367746	FALSE
2009	LFGM2	-0.8656444	0.0314713	-27.5058593	0.0000000	0.0000000	TRUE
2009	LFGA2	-0.1130654	0.0489415	-2.3102128	0.0209147	0.0585612	FALSE
2009	type	0.0294726	0.0015328	19.2279710	0.0000000	0.0000000	TRUE
2010	(Intercept)	-0.0091922	0.0007551	-12.1737312	0.0000000	0.0000000	TRUE
2010	WFGM3	0.9933551	0.0004952	2006.0790591	0.0000000	0.0000000	TRUE
2010	WFGA3	0.0003776	0.0008195	0.4607269	0.6450134	0.9973642	FALSE
2010	WFTM	0.6797422	0.0006143	1106.5971390	0.0000000	0.0000000	TRUE
2010	WFTA	0.0005430	0.0007674	0.7076138	0.4792163	0.8945370	FALSE
2010	WOR	-0.0001610	0.0005921	-0.2718446	0.7857521	0.9973642	FALSE
2010	WDR	0.0004267	0.0004055	1.0523082	0.2927061	0.7450702	FALSE
2010	WAst	0.0004102	0.0002376	1.7264185	0.0843304	0.2623614	FALSE
2010	WTO	0.0000328	0.0003846	0.0852369	0.9320763	0.9973642	FALSE
2010	WStl	0.0000237	0.0002514	0.0944457	0.9247587	0.9973642	FALSE
2010	WBlk	0.0000481	0.0001805	0.2662706	0.7900412	0.9973642	FALSE
2010	WPF	0.0002648	0.0003281	0.8068910	0.4197655	0.8803407	FALSE
2010	LFGM3	-0.9087889	0.0295218	-30.7836069	0.0000000	0.0000000	TRUE
2010	LFGA3	0.0162295	0.0630395	0.2574496	0.7968417	0.9973642	FALSE
2010	LFTM	-0.5843324	0.0004630	-1261.9239967	0.0000000	0.0000000	TRUE
2010	LFTA	-0.0000592	0.0004991	-0.1185929	0.9056024	0.9973642	FALSE
2010	LOR	0.0000060	0.0001947	0.0308421	0.9753966	0.9973642	FALSE
2010	LDR	-0.0004294	0.0005563	-0.7719637	0.4401703	0.8803407	FALSE
2010	LAst	-0.0000821	0.0002225	-0.3688795	0.7122323	0.9973642	FALSE
2010	LTO	-0.0000245	0.0004291	-0.0570679	0.9544933	0.9973642	FALSE
2010	LStl	-0.0001814	0.0002309	-0.7855490	0.4321669	0.8803407	FALSE
2010	LBlk	-0.0002702	0.0001835	-1.4724111	0.1409693	0.3947140	FALSE
2010	LPF	-0.0000012	0.0003607	-0.0033036	0.9973642	0.9973642	FALSE
2010	WFGM2	1.0238249	0.0006567	1559.0756692	0.0000000	0.0000000	TRUE
2010	WFGA2	0.0004197	0.0010624	0.3950167	0.6928465	0.9973642	FALSE
2010	LFGM2	-0.9496719	0.0460861	-20.6064765	0.0000000	0.0000000	TRUE
2010	LFGA2	0.0185833	0.0716445	0.2593825	0.7953502	0.9973642	FALSE
2010	type	-0.0182339	0.0015082	-12.0902333	0.0000000	0.0000000	TRUE
2011	(Intercept)	-0.0082393	0.0007046	-11.6932565	0.0000000	0.0000000	TRUE
2011	WFGM3	0.9933520	0.0004698	2114.2882361	0.0000000	0.0000000	TRUE
2011	WFGA3	0.0000581	0.0007632	0.0761613	0.9392937	0.9585492	FALSE
2011	WFTM	0.6812874	0.0005784	1177.8488103	0.0000000	0.0000000	TRUE
2011	WFTA	-0.0005752	0.0007246	-0.7938295	0.4273304	0.5982625	FALSE
2011	WOR	0.0000288	0.0005543	0.0519768	0.9585492	0.9585492	FALSE
2011	WDR	0.0007641	0.0003906	1.9563676	0.0504745	0.0942190	FALSE
2011	WAst	0.0004547	0.0002274	1.9998977	0.0455624	0.0911248	FALSE
2011	WTO	-0.0003750	0.0003784	-0.9909909	0.3217354	0.5299171	FALSE
2011	WStl	-0.0005534	0.0002412	-2.2941140	0.0218230	0.0526218	FALSE
2011	WBlk	-0.0001044	0.0001821	-0.5731605	0.5665604	0.7554139	FALSE
2011	WPF	0.0000939	0.0003128	0.3002882	0.7639692	0.9116250	FALSE
2011	LFGM3	-0.9695832	0.0182657	-53.0822417	0.0000000	0.0000000	TRUE
2011	LFGA3	0.1461855	0.0389990	3.7484451	0.0001798	0.0005069	TRUE
2011	LFTM	-0.5836819	0.0004483	-1302.1276939	0.0000000	0.0000000	TRUE
2011	LFTA	-0.0009849	0.0004846	-2.0325078	0.0421522	0.0907893	FALSE
2011	LOR	0.0001551	0.0001901	0.8161778	0.4144352	0.5982625	FALSE
2011	LDR	-0.0004646	0.0005225	-0.8892103	0.3739306	0.5816697	FALSE
2011	LAst	-0.0000918	0.0002168	-0.4234675	0.6719715	0.8552364	FALSE
2011	LTO	0.0009193	0.0004029	2.2816062	0.0225522	0.0526218	FALSE
2011	LStl	-0.0000625	0.0002252	-0.2775186	0.7813928	0.9116250	FALSE
2011	LBlk	0.0000215	0.0001743	0.1233531	0.9018322	0.9585492	FALSE
2011	LPF	-0.0005392	0.0003506	-1.5377738	0.1241638	0.2172867	FALSE
2011	WFGM2	1.0237943	0.0006158	1662.5472471	0.0000000	0.0000000	TRUE
2011	WFGA2	0.0001072	0.0009940	0.1078069	0.9141529	0.9585492	FALSE
2011	LFGM2	-1.0442615	0.0285015	-36.6388300	0.0000000	0.0000000	TRUE
2011	LFGA2	0.1660796	0.0443261	3.7467690	0.0001810	0.0005069	TRUE
2011	type	-0.0165084	0.0014080	-11.7248472	0.0000000	0.0000000	TRUE
2012	(Intercept)	0.0011468	0.0006405	1.7903210	0.0734595	0.1487126	FALSE
2012	WFGM3	0.9940738	0.0004311	2306.0092481	0.0000000	0.0000000	TRUE
2012	WFGA3	-0.0008283	0.0006895	-1.2013292	0.2296773	0.3384718	FALSE
2012	WFTM	0.6811284	0.0005342	1274.9636215	0.0000000	0.0000000	TRUE
2012	WFTA	-0.0005316	0.0006670	-0.7969327	0.4255259	0.5642915	FALSE
2012	WOR	0.0005572	0.0005024	1.1090039	0.2674789	0.3744705	FALSE
2012	WDR	0.0007965	0.0003591	2.2181458	0.0265872	0.0822242	FALSE
2012	WAst	0.0000612	0.0002138	0.2864681	0.7745309	0.8040492	FALSE
2012	WTO	0.0001003	0.0003514	0.2854205	0.7753331	0.8040492	FALSE
2012	WStl	-0.0004854	0.0002227	-2.1791326	0.0293658	0.0822242	FALSE
2012	WBlk	-0.0002347	0.0001614	-1.4541702	0.1459584	0.2404021	FALSE
2012	WPF	-0.0005425	0.0002854	-1.9007106	0.0573942	0.1339198	FALSE
2012	LFGM3	-0.4514308	0.0190567	-23.6888067	0.0000000	0.0000000	TRUE
2012	LFGA3	-0.9600350	0.0406919	-23.5927666	0.0000000	0.0000000	TRUE
2012	LFTM	-0.5840275	0.0004191	-1393.5816626	0.0000000	0.0000000	TRUE
2012	LFTA	0.0001119	0.0004512	0.2479977	0.8041458	0.8041458	FALSE
2012	LOR	0.0001059	0.0001674	0.6327387	0.5269316	0.6414820	FALSE
2012	LDR	0.0003654	0.0004767	0.7665692	0.4433719	0.5642915	FALSE
2012	LAst	-0.0001129	0.0001955	-0.5776577	0.5635198	0.6574398	FALSE
2012	LTO	0.0006452	0.0003784	1.7048043	0.0882896	0.1648073	FALSE
2012	LStl	-0.0004275	0.0002099	-2.0368428	0.0417155	0.1061848	FALSE
2012	LBlk	0.0000571	0.0001588	0.3595186	0.7192215	0.8040492	FALSE
2012	LPF	-0.0003820	0.0003142	-1.2161309	0.2239893	0.3384718	FALSE
2012	WFGM2	1.0248518	0.0005603	1829.0310439	0.0000000	0.0000000	TRUE
2012	WFGA2	-0.0013927	0.0008964	-1.5537137	0.1203125	0.2105469	FALSE
2012	LFGM2	-0.2360660	0.0297346	-7.9391103	0.0000000	0.0000000	TRUE
2012	LFGA2	-1.0904076	0.0462460	-23.5784117	0.0000000	0.0000000	TRUE
2012	type	0.0022788	0.0012768	1.7847675	0.0743563	0.1487126	FALSE
2013	(Intercept)	-0.0010127	0.0007847	-1.2904933	0.1969351	0.5027320	FALSE
2013	WFGM3	0.9946979	0.0005213	1908.2229203	0.0000000	0.0000000	TRUE
2013	WFGA3	-0.0013969	0.0008226	-1.6981988	0.0895283	0.3581132	FALSE
2013	WFTM	0.6813790	0.0006444	1057.3909206	0.0000000	0.0000000	TRUE
2013	WFTA	-0.0004780	0.0008054	-0.5935231	0.5528562	0.7371415	FALSE
2013	WOR	0.0007188	0.0005983	1.2014189	0.2296419	0.5027320	FALSE
2013	WDR	0.0005282	0.0004327	1.2205896	0.2222951	0.5027320	FALSE
2013	WAst	0.0000685	0.0002597	0.2636993	0.7920218	0.8870644	FALSE
2013	WTO	-0.0005511	0.0004157	-1.3257425	0.1849815	0.5027320	FALSE
2013	WStl	0.0002064	0.0002723	0.7578109	0.4485975	0.6610911	FALSE
2013	WBlk	-0.0000750	0.0001984	-0.3777421	0.7056371	0.8489900	FALSE
2013	WPF	-0.0000088	0.0003434	-0.0256094	0.9795698	0.9795698	FALSE
2013	LFGM3	-0.9196471	0.0231615	-39.7057791	0.0000000	0.0000000	TRUE
2013	LFGA3	0.0379940	0.0494592	0.7681897	0.4424083	0.6610911	FALSE
2013	LFTM	-0.5845130	0.0005063	-1154.4503903	0.0000000	0.0000000	TRUE
2013	LFTA	-0.0002747	0.0005411	-0.5077338	0.6116609	0.7784775	FALSE
2013	LOR	-0.0001911	0.0002076	-0.9205615	0.3573208	0.6253114	FALSE
2013	LDR	0.0003549	0.0005792	0.6127844	0.5400449	0.7371415	FALSE
2013	LAst	-0.0000448	0.0002358	-0.1901797	0.8491755	0.9144967	FALSE
2013	LTO	0.0007268	0.0004630	1.5698334	0.1165129	0.4077952	FALSE
2013	LStl	0.0000281	0.0002509	0.1121743	0.9106894	0.9444187	FALSE
2013	LBlk	0.0000671	0.0001927	0.3481973	0.7277057	0.8489900	FALSE
2013	LPF	-0.0004227	0.0003826	-1.1047426	0.2693207	0.5027320	FALSE
2013	WFGM2	1.0251911	0.0006879	1490.3476337	0.0000000	0.0000000	TRUE
2013	WFGA2	-0.0012523	0.0010674	-1.1731923	0.2407709	0.5027320	FALSE
2013	LFGM2	-0.9656565	0.0361446	-26.7164892	0.0000000	0.0000000	TRUE
2013	LFGA2	0.0429796	0.0562106	0.7646169	0.4445334	0.6610911	FALSE
2013	type	-0.0017786	0.0015603	-1.1399202	0.2543705	0.5027320	FALSE
2014	(Intercept)	0.0073537	0.0007092	10.3691158	0.0000000	0.0000000	TRUE
2014	WFGM3	0.9932981	0.0004445	2234.7264404	0.0000000	0.0000000	TRUE
2014	WFGA3	0.0000076	0.0007235	0.0105046	0.9916191	0.9916191	FALSE
2014	WFTM	0.6808714	0.0005587	1218.7646317	0.0000000	0.0000000	TRUE
2014	WFTA	-0.0000979	0.0007003	-0.1397492	0.8888634	0.9594988	FALSE
2014	WOR	0.0002350	0.0005306	0.4429468	0.6578219	0.8903400	FALSE
2014	WDR	-0.0000348	0.0003711	-0.0938510	0.9252310	0.9594988	FALSE
2014	WAst	0.0005565	0.0002163	2.5732213	0.0101021	0.0257145	TRUE
2014	WTO	-0.0001804	0.0003731	-0.4834705	0.6287813	0.8903400	FALSE
2014	WStl	0.0000235	0.0002459	0.0954158	0.9239881	0.9594988	FALSE
2014	WBlk	0.0002870	0.0001694	1.6939244	0.0903373	0.1945727	FALSE
2014	WPF	0.0001191	0.0003106	0.3833412	0.7014819	0.8903400	FALSE
2014	LFGM3	-0.9549539	0.0156254	-61.1153980	0.0000000	0.0000000	TRUE
2014	LFGA3	0.1136852	0.0333655	3.4072634	0.0006610	0.0019352	TRUE
2014	LFTM	-0.5842494	0.0004214	-1386.5213876	0.0000000	0.0000000	TRUE
2014	LFTA	-0.0001925	0.0004612	-0.4174544	0.6763626	0.8903400	FALSE
2014	LOR	-0.0002080	0.0001851	-1.1236404	0.2612155	0.4876023	FALSE
2014	LDR	-0.0001532	0.0005027	-0.3046624	0.7606351	0.8903400	FALSE
2014	LAst	0.0003033	0.0002050	1.4796394	0.1390278	0.2780556	FALSE
2014	LTO	0.0001241	0.0004059	0.3057058	0.7598404	0.8903400	FALSE
2014	LStl	-0.0002037	0.0002315	-0.8799629	0.3789186	0.6466603	FALSE
2014	LBlk	-0.0003537	0.0001665	-2.1246209	0.0336635	0.0785483	FALSE
2014	LPF	-0.0002881	0.0003370	-0.8549528	0.3926152	0.6466603	FALSE
2014	WFGM2	1.0240618	0.0005892	1738.1075351	0.0000000	0.0000000	TRUE
2014	WFGA2	-0.0002859	0.0009488	-0.3013640	0.7631485	0.8903400	FALSE
2014	LFGM2	-1.0206399	0.0243773	-41.8684846	0.0000000	0.0000000	TRUE
2014	LFGA2	0.1287565	0.0379249	3.3950344	0.0006911	0.0019352	TRUE
2014	type	0.0148095	0.0014026	10.5585889	0.0000000	0.0000000	TRUE
2015	(Intercept)	-0.0043843	0.0007150	-6.1315073	0.0000000	0.0000000	TRUE
2015	WFGM3	0.9941387	0.0004771	2083.9245326	0.0000000	0.0000000	TRUE
2015	WFGA3	-0.0010053	0.0007760	-1.2954537	0.1952192	0.3215375	FALSE
2015	WFTM	0.6812688	0.0006103	1116.2005933	0.0000000	0.0000000	TRUE
2015	WFTA	-0.0013274	0.0007436	-1.7850850	0.0743037	0.1623449	FALSE
2015	WOR	0.0008440	0.0005698	1.4811289	0.1386307	0.2426036	FALSE
2015	WDR	0.0006753	0.0004021	1.6795638	0.0931001	0.1862003	FALSE
2015	WAst	0.0004334	0.0002278	1.9026816	0.0571353	0.1454353	FALSE
2015	WTO	-0.0003452	0.0003896	-0.8861927	0.3755532	0.5007376	FALSE
2015	WStl	0.0000255	0.0002531	0.1006312	0.9198469	0.9437846	FALSE
2015	WBlk	-0.0000126	0.0001794	-0.0705172	0.9437846	0.9437846	FALSE
2015	WPF	-0.0002927	0.0003090	-0.9471740	0.3435925	0.4999152	FALSE
2015	LFGM3	-0.7575414	0.0195886	-38.6725018	0.0000000	0.0000000	TRUE
2015	LFGA3	-0.3074917	0.0418245	-7.3519562	0.0000000	0.0000000	TRUE
2015	LFTM	-0.5846749	0.0004624	-1264.4203355	0.0000000	0.0000000	TRUE
2015	LFTA	0.0003996	0.0004924	0.8115385	0.4170923	0.5077646	FALSE
2015	LOR	0.0001364	0.0001878	0.7260723	0.4678260	0.5457970	FALSE
2015	LDR	0.0002288	0.0005492	0.4166538	0.6769482	0.7581820	FALSE
2015	LAst	0.0003356	0.0002160	1.5533252	0.1204041	0.2247544	FALSE
2015	LTO	0.0003503	0.0004214	0.8313341	0.4058217	0.5077646	FALSE
2015	LStl	-0.0002709	0.0002351	-1.1522751	0.2492591	0.3877364	FALSE
2015	LBlk	0.0000480	0.0001760	0.2729417	0.7849085	0.8452861	FALSE
2015	LPF	0.0006132	0.0003448	1.7785223	0.0753744	0.1623449	FALSE
2015	WFGM2	1.0245183	0.0006338	1616.4045266	0.0000000	0.0000000	TRUE
2015	WFGA2	-0.0009315	0.0010113	-0.9210178	0.3570823	0.4999152	FALSE
2015	LFGM2	-0.7128470	0.0305657	-23.3218055	0.0000000	0.0000000	TRUE
2015	LFGA2	-0.3494288	0.0475375	-7.3505909	0.0000000	0.0000000	TRUE
2015	type	-0.0092818	0.0014185	-6.5434498	0.0000000	0.0000000	TRUE
2016	(Intercept)	0.0076885	0.0007764	9.9026689	0.0000000	0.0000000	TRUE
2016	WFGM3	0.9946136	0.0004974	1999.7572141	0.0000000	0.0000000	TRUE
2016	WFGA3	-0.0005689	0.0007992	-0.7118326	0.4765991	0.7147465	FALSE
2016	WFTM	0.6815914	0.0006343	1074.5109962	0.0000000	0.0000000	TRUE
2016	WFTA	-0.0008608	0.0008043	-1.0701758	0.2845879	0.4980289	FALSE
2016	WOR	0.0004084	0.0005848	0.6983209	0.4850066	0.7147465	FALSE
2016	WDR	0.0000017	0.0004174	0.0041656	0.9966765	0.9971142	FALSE
2016	WAst	0.0003615	0.0002423	1.4918983	0.1357841	0.2924582	FALSE
2016	WTO	-0.0000015	0.0004106	-0.0036170	0.9971142	0.9971142	FALSE
2016	WStl	0.0000029	0.0002750	0.0106557	0.9914985	0.9971142	FALSE
2016	WBlk	0.0000526	0.0001980	0.2657735	0.7904238	0.8852746	FALSE
2016	WPF	-0.0003882	0.0003353	-1.1575941	0.2470808	0.4612176	FALSE
2016	LFGM3	-0.7362679	0.0246919	-29.8181841	0.0000000	0.0000000	TRUE
2016	LFGA3	-0.3529242	0.0527339	-6.6925425	0.0000000	0.0000000	TRUE
2016	LFTM	-0.5856981	0.0004833	-1211.9432248	0.0000000	0.0000000	TRUE
2016	LFTA	0.0013036	0.0005182	2.5153786	0.0119192	0.0303398	TRUE
2016	LOR	0.0000572	0.0002065	0.2771275	0.7816928	0.8852746	FALSE
2016	LDR	0.0001851	0.0005527	0.3348856	0.7377244	0.8852746	FALSE
2016	LAst	-0.0004925	0.0002211	-2.2275143	0.0259539	0.0605591	FALSE
2016	LTO	-0.0002253	0.0004479	-0.5029551	0.6150163	0.8016342	FALSE
2016	LStl	0.0001578	0.0002580	0.6115197	0.5408813	0.7572338	FALSE
2016	LBlk	-0.0002180	0.0001882	-1.1585271	0.2467002	0.4612176	FALSE
2016	LPF	0.0003669	0.0003730	0.9836168	0.3253480	0.5358673	FALSE
2016	WFGM2	1.0250770	0.0006492	1579.0455715	0.0000000	0.0000000	TRUE
2016	WFGA2	-0.0005022	0.0010421	-0.4819578	0.6298554	0.8016342	FALSE
2016	LFGM2	-0.6801702	0.0385310	-17.6525301	0.0000000	0.0000000	TRUE
2016	LFGA2	-0.4009235	0.0599241	-6.6905204	0.0000000	0.0000000	TRUE
2016	type	0.0153928	0.0015326	10.0435497	0.0000000	0.0000000	TRUE
2017	(Intercept)	0.0030660	0.0006654	4.6078246	0.0000042	0.0000117	TRUE
2017	WFGM3	0.9945020	0.0004023	2472.0251368	0.0000000	0.0000000	TRUE
2017	WFGA3	-0.0000893	0.0006581	-0.1357170	0.8920500	0.9424939	FALSE
2017	WFTM	0.6818550	0.0005326	1280.2780023	0.0000000	0.0000000	TRUE
2017	WFTA	-0.0005308	0.0006758	-0.7854294	0.4322361	0.7938333	FALSE
2017	WOR	0.0000558	0.0004877	0.1145155	0.9088334	0.9424939	FALSE
2017	WDR	0.0000806	0.0003563	0.2261051	0.8211282	0.9424939	FALSE
2017	WAst	-0.0001765	0.0001970	-0.8960407	0.3702707	0.7938333	FALSE
2017	WTO	0.0001968	0.0003455	0.5696684	0.5689262	0.8384176	FALSE
2017	WStl	-0.0002036	0.0002250	-0.9047482	0.3656389	0.7938333	FALSE
2017	WBlk	-0.0001245	0.0001646	-0.7565385	0.4493592	0.7938333	FALSE
2017	WPF	0.0000960	0.0002805	0.3420934	0.7322938	0.9163645	FALSE
2017	LFGM3	-1.0025374	0.0212616	-47.1525701	0.0000000	0.0000000	TRUE
2017	LFGA3	0.2157831	0.0454037	4.7525438	0.0000021	0.0000069	TRUE
2017	LFTM	-0.5848504	0.0004133	-1415.2377057	0.0000000	0.0000000	TRUE
2017	LFTA	-0.0001999	0.0004483	-0.4459254	0.6556689	0.9019318	FALSE
2017	LOR	0.0000267	0.0001719	0.1555441	0.8763982	0.9424939	FALSE
2017	LDR	0.0002998	0.0004635	0.6467984	0.5177897	0.8054507	FALSE
2017	LAst	-0.0001869	0.0001870	-0.9995687	0.3175638	0.7938333	FALSE
2017	LTO	0.0000008	0.0003814	0.0020954	0.9983282	0.9983282	FALSE
2017	LStl	0.0000864	0.0002070	0.4173364	0.6764488	0.9019318	FALSE
2017	LBlk	0.0001062	0.0001621	0.6551915	0.5123722	0.8054507	FALSE
2017	LPF	-0.0002357	0.0003144	-0.7494490	0.4536190	0.7938333	FALSE
2017	WFGM2	1.0249934	0.0005427	1888.7449757	0.0000000	0.0000000	TRUE
2017	WFGA2	-0.0002729	0.0008661	-0.3150603	0.7527280	0.9163645	FALSE
2017	LFGM2	-1.0960639	0.0331803	-33.0336121	0.0000000	0.0000000	TRUE
2017	LFGA2	0.2454784	0.0515955	4.7577483	0.0000020	0.0000069	TRUE
2017	type	0.0062311	0.0013153	4.7375931	0.0000022	0.0000069	TRUE
2018	(Intercept)	-0.0104418	0.0006092	-17.1393385	0.0000000	0.0000000	TRUE
2018	WFGM3	0.9942357	0.0003658	2718.2608329	0.0000000	0.0000000	TRUE
2018	WFGA3	-0.0011635	0.0006016	-1.9342044	0.0531398	0.1352648	FALSE
2018	WFTM	0.6812737	0.0005000	1362.5526782	0.0000000	0.0000000	TRUE
2018	WFTA	-0.0013006	0.0006164	-2.1098907	0.0349133	0.0977572	FALSE
2018	WOR	0.0003999	0.0004448	0.8990670	0.3686567	0.4751349	FALSE
2018	WDR	0.0007634	0.0003285	2.3242825	0.0201470	0.0626795	FALSE
2018	WAst	0.0001424	0.0001757	0.8104104	0.4177397	0.5085527	FALSE
2018	WTO	-0.0002815	0.0003153	-0.8927897	0.3720093	0.4751349	FALSE
2018	WStl	0.0001920	0.0002059	0.9326919	0.3510204	0.4751349	FALSE
2018	WBlk	0.0000221	0.0001484	0.1491798	0.8814173	0.8814173	FALSE
2018	WPF	0.0000705	0.0002498	0.2822071	0.7777954	0.8376259	FALSE
2018	LFGM3	-0.8850966	0.0149062	-59.3777632	0.0000000	0.0000000	TRUE
2018	LFGA3	-0.0344324	0.0318343	-1.0816146	0.2794717	0.4751349	FALSE
2018	LFTM	-0.5837416	0.0003790	-1540.2951535	0.0000000	0.0000000	TRUE
2018	LFTA	-0.0006405	0.0004138	-1.5479481	0.1216929	0.2839502	FALSE
2018	LOR	-0.0000459	0.0001606	-0.2861709	0.7747581	0.8376259	FALSE
2018	LDR	0.0000760	0.0004288	0.1771347	0.8594092	0.8814173	FALSE
2018	LAst	0.0001454	0.0001633	0.8903445	0.3733203	0.4751349	FALSE
2018	LTO	0.0003408	0.0003446	0.9890162	0.3226992	0.4751349	FALSE
2018	LStl	-0.0002400	0.0001896	-1.2656562	0.2056904	0.4430254	FALSE
2018	LBlk	-0.0000778	0.0001471	-0.5289813	0.5968400	0.6963133	FALSE
2018	LPF	0.0003192	0.0002776	1.1496277	0.2503478	0.4751349	FALSE
2018	WFGM2	1.0239683	0.0004970	2060.2261699	0.0000000	0.0000000	TRUE
2018	WFGA2	-0.0007964	0.0007934	-1.0038263	0.3155070	0.4751349	FALSE
2018	LFGM2	-0.9122406	0.0232587	-39.2214198	0.0000000	0.0000000	TRUE
2018	LFGA2	-0.0391190	0.0361800	-1.0812322	0.2796417	0.4751349	FALSE
2018	type	-0.0211123	0.0011941	-17.6805103	0.0000000	0.0000000	TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

Season	term	estimate	std.error	statistic	p.value	p.value.fdr	sig.fdr.05
2003	(Intercept)	0.0128208	0.0008243	15.552846	0.0000000	0.0000000	TRUE
2003	WFGM3	0.9934708	0.0005533	1795.598512	0.0000000	0.0000000	TRUE
2003	WFTM	0.6797602	0.0006970	975.319023	0.0000000	0.0000000	TRUE
2003	WDR	0.0013688	0.0004436	3.085320	0.0020453	0.0052062	TRUE
2003	LFGM3	-0.6923901	0.0247569	-27.967598	0.0000000	0.0000000	TRUE
2003	LFGA3	-0.4457074	0.0528520	-8.433122	0.0000000	0.0000000	TRUE
2003	LFTM	-0.5836950	0.0005406	-1079.770067	0.0000000	0.0000000	TRUE
2003	WFGM2	1.0244417	0.0007220	1418.818745	0.0000000	0.0000000	TRUE
2003	LFGM2	-0.6113173	0.0386235	-15.827620	0.0000000	0.0000000	TRUE
2003	LFGA2	-0.5064335	0.0600651	-8.431416	0.0000000	0.0000000	TRUE
2003	type	0.0259741	0.0016302	15.933369	0.0000000	0.0000000	TRUE
2004	(Intercept)	-0.0043045	0.0007182	-5.993473	0.0000000	0.0000000	TRUE
2004	WFGM3	0.9940021	0.0004784	2077.902965	0.0000000	0.0000000	TRUE
2004	WFTM	0.6812417	0.0006046	1126.773128	0.0000000	0.0000000	TRUE
2004	LFGM3	-0.9326869	0.0199897	-46.658462	0.0000000	0.0000000	TRUE
2004	LFTM	-0.5842983	0.0004708	-1241.097693	0.0000000	0.0000000	TRUE
2004	LPF	-0.0010754	0.0003630	-2.962451	0.0030676	0.0095436	TRUE
2004	WFGM2	1.0244606	0.0006316	1622.016276	0.0000000	0.0000000	TRUE
2004	LFGM2	-0.9863278	0.0311913	-31.621932	0.0000000	0.0000000	TRUE
2004	type	-0.0082746	0.0014240	-5.810763	0.0000000	0.0000000	TRUE
2005	(Intercept)	-0.0040437	0.0007815	-5.174127	0.0000002	0.0000010	TRUE
2005	WFGM3	0.9934879	0.0005325	1865.849564	0.0000000	0.0000000	TRUE
2005	WFTM	0.6802143	0.0006549	1038.593113	0.0000000	0.0000000	TRUE
2005	LFGM3	-0.9507857	0.0200884	-47.330070	0.0000000	0.0000000	TRUE
2005	LFGA3	0.1054699	0.0428837	2.459442	0.0139510	0.0355117	TRUE
2005	LFTM	-0.5846786	0.0005071	-1152.948165	0.0000000	0.0000000	TRUE
2005	LBlk	-0.0005459	0.0001961	-2.784152	0.0053882	0.0167633	TRUE
2005	WFGM2	1.0236810	0.0007032	1455.842928	0.0000000	0.0000000	TRUE
2005	LFGM2	-1.0149416	0.0313518	-32.372693	0.0000000	0.0000000	TRUE
2005	LFGA2	0.1199602	0.0487520	2.460621	0.0139053	0.0355117	TRUE
2005	type	-0.0078648	0.0015494	-5.075930	0.0000004	0.0000014	TRUE
2006	(Intercept)	-0.0098970	0.0006607	-14.980525	0.0000000	0.0000000	TRUE
2006	WFGM3	0.9936465	0.0004521	2197.863492	0.0000000	0.0000000	TRUE
2006	WFTM	0.6805276	0.0005765	1180.523731	0.0000000	0.0000000	TRUE
2006	LFGM3	-1.0861141	0.0181110	-59.969692	0.0000000	0.0000000	TRUE
2006	LFGA3	0.3952022	0.0386621	10.221946	0.0000000	0.0000000	TRUE
2006	LFTM	-0.5847252	0.0004360	-1341.167299	0.0000000	0.0000000	TRUE
2006	WFGM2	1.0237464	0.0005905	1733.826346	0.0000000	0.0000000	TRUE
2006	LFGM2	-1.2269682	0.0282506	-43.431540	0.0000000	0.0000000	TRUE
2006	LFGA2	0.4494678	0.0439366	10.229909	0.0000000	0.0000000	TRUE
2006	type	-0.0200553	0.0013130	-15.274087	0.0000000	0.0000000	TRUE
2007	(Intercept)	-0.0112160	0.0008201	-13.675932	0.0000000	0.0000000	TRUE
2007	WFGM3	0.9936291	0.0005410	1836.686558	0.0000000	0.0000000	TRUE
2007	WFTM	0.6802025	0.0006824	996.733067	0.0000000	0.0000000	TRUE
2007	WDR	0.0012475	0.0004526	2.756390	0.0058652	0.0149296	TRUE
2007	WAst	0.0007491	0.0002663	2.813450	0.0049201	0.0137764	TRUE
2007	WTO	-0.0011051	0.0004236	-2.608786	0.0091130	0.0212638	TRUE
2007	LFGM3	-0.8770625	0.0227129	-38.615192	0.0000000	0.0000000	TRUE
2007	LFTM	-0.5832563	0.0005212	-1119.033168	0.0000000	0.0000000	TRUE
2007	LTO	0.0014422	0.0004641	3.107498	0.0018972	0.0059024	TRUE
2007	WFGM2	1.0236576	0.0007155	1430.636554	0.0000000	0.0000000	TRUE
2007	LFGM2	-0.8991327	0.0354436	-25.367970	0.0000000	0.0000000	TRUE
2007	type	-0.0222842	0.0016350	-13.629154	0.0000000	0.0000000	TRUE
2008	(Intercept)	0.0163905	0.0007699	21.289427	0.0000000	0.0000000	TRUE
2008	WFGM3	0.9942179	0.0004966	2001.937406	0.0000000	0.0000000	TRUE
2008	WFTM	0.6818090	0.0006295	1083.122083	0.0000000	0.0000000	TRUE
2008	WDR	0.0009725	0.0004150	2.343264	0.0191533	0.0487539	TRUE
2008	LFGM3	-0.7116036	0.0200691	-35.457714	0.0000000	0.0000000	TRUE
2008	LFGA3	-0.4057318	0.0428413	-9.470566	0.0000000	0.0000000	TRUE
2008	LFTM	-0.5832760	0.0004873	-1196.846933	0.0000000	0.0000000	TRUE
2008	WFGM2	1.0250386	0.0006669	1536.916566	0.0000000	0.0000000	TRUE
2008	LFGM2	-0.6413789	0.0313096	-20.485059	0.0000000	0.0000000	TRUE
2008	LFGA2	-0.4607854	0.0486910	-9.463470	0.0000000	0.0000000	TRUE
2008	type	0.0325517	0.0015366	21.183793	0.0000000	0.0000000	TRUE
2009	(Intercept)	0.0146876	0.0007673	19.142899	0.0000000	0.0000000	TRUE
2009	WFGM3	0.9948322	0.0004969	2001.985299	0.0000000	0.0000000	TRUE
2009	WFTM	0.6814715	0.0006235	1092.927948	0.0000000	0.0000000	TRUE
2009	LFGM3	-0.8552895	0.0201650	-42.414460	0.0000000	0.0000000	TRUE
2009	LFTM	-0.5848098	0.0004848	-1206.324655	0.0000000	0.0000000	TRUE
2009	WFGM2	1.0254889	0.0006552	1565.251238	0.0000000	0.0000000	TRUE
2009	LFGM2	-0.8656444	0.0314713	-27.505859	0.0000000	0.0000000	TRUE
2009	type	0.0294726	0.0015328	19.227971	0.0000000	0.0000000	TRUE
2010	(Intercept)	-0.0091922	0.0007551	-12.173731	0.0000000	0.0000000	TRUE
2010	WFGM3	0.9933551	0.0004952	2006.079059	0.0000000	0.0000000	TRUE
2010	WFTM	0.6797422	0.0006143	1106.597139	0.0000000	0.0000000	TRUE
2010	LFGM3	-0.9087889	0.0295218	-30.783607	0.0000000	0.0000000	TRUE
2010	LFTM	-0.5843324	0.0004630	-1261.923997	0.0000000	0.0000000	TRUE
2010	WFGM2	1.0238249	0.0006567	1559.075669	0.0000000	0.0000000	TRUE
2010	LFGM2	-0.9496719	0.0460861	-20.606476	0.0000000	0.0000000	TRUE
2010	type	-0.0182339	0.0015082	-12.090233	0.0000000	0.0000000	TRUE
2011	(Intercept)	-0.0082393	0.0007046	-11.693257	0.0000000	0.0000000	TRUE
2011	WFGM3	0.9933520	0.0004698	2114.288236	0.0000000	0.0000000	TRUE
2011	WFTM	0.6812874	0.0005784	1177.848810	0.0000000	0.0000000	TRUE
2011	LFGM3	-0.9695832	0.0182657	-53.082242	0.0000000	0.0000000	TRUE
2011	LFGA3	0.1461855	0.0389990	3.748445	0.0001798	0.0005069	TRUE
2011	LFTM	-0.5836819	0.0004483	-1302.127694	0.0000000	0.0000000	TRUE
2011	WFGM2	1.0237943	0.0006158	1662.547247	0.0000000	0.0000000	TRUE
2011	LFGM2	-1.0442615	0.0285015	-36.638830	0.0000000	0.0000000	TRUE
2011	LFGA2	0.1660796	0.0443261	3.746769	0.0001810	0.0005069	TRUE
2011	type	-0.0165084	0.0014080	-11.724847	0.0000000	0.0000000	TRUE
2012	WFGM3	0.9940738	0.0004311	2306.009248	0.0000000	0.0000000	TRUE
2012	WFTM	0.6811284	0.0005342	1274.963622	0.0000000	0.0000000	TRUE
2012	LFGM3	-0.4514308	0.0190567	-23.688807	0.0000000	0.0000000	TRUE
2012	LFGA3	-0.9600350	0.0406919	-23.592767	0.0000000	0.0000000	TRUE
2012	LFTM	-0.5840275	0.0004191	-1393.581663	0.0000000	0.0000000	TRUE
2012	WFGM2	1.0248518	0.0005603	1829.031044	0.0000000	0.0000000	TRUE
2012	LFGM2	-0.2360660	0.0297346	-7.939110	0.0000000	0.0000000	TRUE
2012	LFGA2	-1.0904076	0.0462460	-23.578412	0.0000000	0.0000000	TRUE
2013	WFGM3	0.9946979	0.0005213	1908.222920	0.0000000	0.0000000	TRUE
2013	WFTM	0.6813790	0.0006444	1057.390921	0.0000000	0.0000000	TRUE
2013	LFGM3	-0.9196471	0.0231615	-39.705779	0.0000000	0.0000000	TRUE
2013	LFTM	-0.5845130	0.0005063	-1154.450390	0.0000000	0.0000000	TRUE
2013	WFGM2	1.0251911	0.0006879	1490.347634	0.0000000	0.0000000	TRUE
2013	LFGM2	-0.9656565	0.0361446	-26.716489	0.0000000	0.0000000	TRUE
2014	(Intercept)	0.0073537	0.0007092	10.369116	0.0000000	0.0000000	TRUE
2014	WFGM3	0.9932981	0.0004445	2234.726440	0.0000000	0.0000000	TRUE
2014	WFTM	0.6808714	0.0005587	1218.764632	0.0000000	0.0000000	TRUE
2014	WAst	0.0005565	0.0002163	2.573221	0.0101021	0.0257145	TRUE
2014	LFGM3	-0.9549539	0.0156254	-61.115398	0.0000000	0.0000000	TRUE
2014	LFGA3	0.1136852	0.0333655	3.407263	0.0006610	0.0019352	TRUE
2014	LFTM	-0.5842494	0.0004214	-1386.521388	0.0000000	0.0000000	TRUE
2014	WFGM2	1.0240618	0.0005892	1738.107535	0.0000000	0.0000000	TRUE
2014	LFGM2	-1.0206399	0.0243773	-41.868485	0.0000000	0.0000000	TRUE
2014	LFGA2	0.1287565	0.0379249	3.395034	0.0006911	0.0019352	TRUE
2014	type	0.0148095	0.0014026	10.558589	0.0000000	0.0000000	TRUE
2015	(Intercept)	-0.0043843	0.0007150	-6.131507	0.0000000	0.0000000	TRUE
2015	WFGM3	0.9941387	0.0004771	2083.924533	0.0000000	0.0000000	TRUE
2015	WFTM	0.6812688	0.0006103	1116.200593	0.0000000	0.0000000	TRUE
2015	LFGM3	-0.7575414	0.0195886	-38.672502	0.0000000	0.0000000	TRUE
2015	LFGA3	-0.3074917	0.0418245	-7.351956	0.0000000	0.0000000	TRUE
2015	LFTM	-0.5846749	0.0004624	-1264.420335	0.0000000	0.0000000	TRUE
2015	WFGM2	1.0245183	0.0006338	1616.404527	0.0000000	0.0000000	TRUE
2015	LFGM2	-0.7128470	0.0305657	-23.321805	0.0000000	0.0000000	TRUE
2015	LFGA2	-0.3494288	0.0475375	-7.350591	0.0000000	0.0000000	TRUE
2015	type	-0.0092818	0.0014185	-6.543450	0.0000000	0.0000000	TRUE
2016	(Intercept)	0.0076885	0.0007764	9.902669	0.0000000	0.0000000	TRUE
2016	WFGM3	0.9946136	0.0004974	1999.757214	0.0000000	0.0000000	TRUE
2016	WFTM	0.6815914	0.0006343	1074.510996	0.0000000	0.0000000	TRUE
2016	LFGM3	-0.7362679	0.0246919	-29.818184	0.0000000	0.0000000	TRUE
2016	LFGA3	-0.3529242	0.0527339	-6.692543	0.0000000	0.0000000	TRUE
2016	LFTM	-0.5856981	0.0004833	-1211.943225	0.0000000	0.0000000	TRUE
2016	LFTA	0.0013036	0.0005182	2.515379	0.0119192	0.0303398	TRUE
2016	WFGM2	1.0250770	0.0006492	1579.045572	0.0000000	0.0000000	TRUE
2016	LFGM2	-0.6801702	0.0385310	-17.652530	0.0000000	0.0000000	TRUE
2016	LFGA2	-0.4009235	0.0599241	-6.690520	0.0000000	0.0000000	TRUE
2016	type	0.0153928	0.0015326	10.043550	0.0000000	0.0000000	TRUE
2017	(Intercept)	0.0030660	0.0006654	4.607825	0.0000042	0.0000117	TRUE
2017	WFGM3	0.9945020	0.0004023	2472.025137	0.0000000	0.0000000	TRUE
2017	WFTM	0.6818550	0.0005326	1280.278002	0.0000000	0.0000000	TRUE
2017	LFGM3	-1.0025374	0.0212616	-47.152570	0.0000000	0.0000000	TRUE
2017	LFGA3	0.2157831	0.0454037	4.752544	0.0000021	0.0000069	TRUE
2017	LFTM	-0.5848504	0.0004133	-1415.237706	0.0000000	0.0000000	TRUE
2017	WFGM2	1.0249934	0.0005427	1888.744976	0.0000000	0.0000000	TRUE
2017	LFGM2	-1.0960639	0.0331803	-33.033612	0.0000000	0.0000000	TRUE
2017	LFGA2	0.2454784	0.0515955	4.757748	0.0000020	0.0000069	TRUE
2017	type	0.0062311	0.0013153	4.737593	0.0000022	0.0000069	TRUE
2018	(Intercept)	-0.0104418	0.0006092	-17.139339	0.0000000	0.0000000	TRUE
2018	WFGM3	0.9942357	0.0003658	2718.260833	0.0000000	0.0000000	TRUE
2018	WFTM	0.6812737	0.0005000	1362.552678	0.0000000	0.0000000	TRUE
2018	LFGM3	-0.8850966	0.0149062	-59.377763	0.0000000	0.0000000	TRUE
2018	LFTM	-0.5837416	0.0003790	-1540.295153	0.0000000	0.0000000	TRUE
2018	WFGM2	1.0239683	0.0004970	2060.226170	0.0000000	0.0000000	TRUE
2018	LFGM2	-0.9122406	0.0232587	-39.221420	0.0000000	0.0000000	TRUE
2018	type	-0.0211123	0.0011941	-17.680510	0.0000000	0.0000000	TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))

df_level2_tidy %>% nice_tables()

term_level1	term	estimate	std.error	statistic	p.value	p.value.fdr	sig.fdr.05	r.squared	adj.r.squared
(Intercept)	(Intercept)	0.2103907	1.0544023	0.1995355	0.8447130	0.8447318	FALSE	0.0000893	-0.0021527
(Intercept)	Season	-0.0001046	0.0005244	-0.1995109	0.8447318	0.8447318	FALSE	0.0000892	-0.0021527
LAst	(Intercept)	0.0084316	0.0261374	0.3225865	0.7517755	0.7524150	FALSE	0.0002333	-0.0020084
LAst	Season	-0.0000042	0.0000130	-0.3217241	0.7524150	0.7524150	FALSE	0.0002320	-0.0020096
LBlk	(Intercept)	-0.0042874	0.0231012	-0.1855933	0.8554257	0.8580506	FALSE	0.0000772	-0.0021648
LBlk	Season	0.0000021	0.0000115	0.1821832	0.8580506	0.8580506	FALSE	0.0000744	-0.0021676
LDR	(Intercept)	-0.0945103	0.0491284	-1.9237391	0.0749618	0.0750747	FALSE	0.0082294	0.0060057
LDR	Season	0.0000470	0.0000244	1.9229029	0.0750747	0.0750747	FALSE	0.0082223	0.0059986
LFGA2	(Intercept)	7.7288174	42.0844059	0.1836504	0.8569211	0.8569211	FALSE	0.0000756	-0.0021664
LFGA2	Season	-0.0038993	0.0209323	-0.1862830	0.8548951	0.8569211	FALSE	0.0000778	-0.0021642
LFGA3	(Intercept)	6.7952829	37.0433248	0.1834415	0.8570819	0.8570819	FALSE	0.0000754	-0.0021665
LFGA3	Season	-0.0034284	0.0184249	-0.1860752	0.8550550	0.8570819	FALSE	0.0000776	-0.0021644
LFGM2	(Intercept)	-5.8671772	27.0831797	-0.2166355	0.8316174	0.8561567	FALSE	0.0001052	-0.0021367
LFGM2	Season	0.0024873	0.0134708	0.1846435	0.8561567	0.8561567	FALSE	0.0000764	-0.0021655
LFGM3	(Intercept)	-4.0592916	17.3521897	-0.2339354	0.8184214	0.8561746	FALSE	0.0001227	-0.0021192
LFGM3	Season	0.0015934	0.0086308	0.1846201	0.8561746	0.8561746	FALSE	0.0000764	-0.0021656
LFTA	(Intercept)	-0.0426205	0.0668528	-0.6375274	0.5340697	0.5354546	FALSE	0.0009105	-0.0013296
LFTA	Season	0.0000211	0.0000333	0.6353389	0.5354546	0.5354546	FALSE	0.0009042	-0.0013359
LFTM	(Intercept)	-0.4991958	0.0695046	-7.1821955	0.0000047	0.0000094	TRUE	0.1036688	0.1016591
LFTM	Season	-0.0000423	0.0000346	-1.2241799	0.2410865	0.2410865	FALSE	0.0033489	0.0011142
LOR	(Intercept)	0.0159107	0.0184528	0.8622368	0.4030855	0.4045526	FALSE	0.0016642	-0.0005743
LOR	Season	-0.0000079	0.0000092	-0.8594807	0.4045526	0.4045526	FALSE	0.0016536	-0.0005849
LPF	(Intercept)	-0.0699840	0.0497673	-1.4062238	0.1814642	0.1823204	FALSE	0.0044142	0.0021820
LPF	Season	0.0000347	0.0000248	1.4032870	0.1823204	0.1823204	FALSE	0.0043959	0.0021636
LStl	(Intercept)	0.0220747	0.0245896	0.8977248	0.3845111	0.3845111	FALSE	0.0018037	-0.0004344
LStl	Season	-0.0000110	0.0000122	-0.8987833	0.3839661	0.3845111	FALSE	0.0018080	-0.0004301
LTO	(Intercept)	0.0476990	0.0551710	0.8645674	0.4018476	0.4054668	FALSE	0.0016732	-0.0005652
LTO	Season	-0.0000235	0.0000274	-0.8577667	0.4054668	0.4054668	FALSE	0.0016470	-0.0005915
type	(Intercept)	0.4636173	2.1122915	0.2194855	0.8294398	0.8294691	FALSE	0.0001080	-0.0021339
type	Season	-0.0002306	0.0010506	-0.2194471	0.8294691	0.8294691	FALSE	0.0001080	-0.0021339
WAst	(Intercept)	0.0099025	0.0283456	0.3493476	0.7320273	0.7386317	FALSE	0.0002736	-0.0019680
WAst	Season	-0.0000048	0.0000141	-0.3403693	0.7386317	0.7386317	FALSE	0.0002597	-0.0019819
WBlk	(Intercept)	-0.0078183	0.0169805	-0.4604258	0.6522808	0.6530994	FALSE	0.0004751	-0.0017660
WBlk	Season	0.0000039	0.0000084	0.4592571	0.6530994	0.6530994	FALSE	0.0004727	-0.0017684
WDR	(Intercept)	0.0814491	0.0405978	2.0062440	0.0645487	0.0662917	FALSE	0.0089440	0.0067219
WDR	Season	-0.0000402	0.0000202	-1.9916248	0.0662917	0.0662917	FALSE	0.0088153	0.0065929
WFGA2	(Intercept)	0.0257212	0.1002013	0.2566955	0.8011477	0.8011477	FALSE	0.0001477	-0.0020941
WFGA2	Season	-0.0000131	0.0000498	-0.2625300	0.7967366	0.8011477	FALSE	0.0001545	-0.0020873
WFGA3	(Intercept)	0.0481592	0.0735195	0.6550542	0.5230509	0.5230509	FALSE	0.0009612	-0.0012788
WFGA3	Season	-0.0000242	0.0000366	-0.6622916	0.5185389	0.5230509	FALSE	0.0009825	-0.0012574
WFGM2	(Intercept)	0.9541225	0.0672222	14.1935522	0.0000000	0.0000000	TRUE	0.3111511	0.3096066
WFGM2	Season	0.0000350	0.0000334	1.0458206	0.3133656	0.3133656	FALSE	0.0024463	0.0002097
WFGM3	(Intercept)	0.8976138	0.0527406	17.0193934	0.0000000	0.0000000	TRUE	0.3937415	0.3923821
WFGM3	Season	0.0000479	0.0000262	1.8270260	0.0890880	0.0890880	FALSE	0.0074288	0.0052033
WFTA	(Intercept)	0.1759447	0.0517373	3.4007326	0.0043066	0.0043066	TRUE	0.0252751	0.0230896
WFTA	Season	-0.0000877	0.0000257	-3.4075555	0.0042486	0.0043066	TRUE	0.0253740	0.0231887
WFTM	(Intercept)	0.5167625	0.0634495	8.1444659	0.0000011	0.0000022	TRUE	0.1294713	0.1275194
WFTM	Season	0.0000817	0.0000316	2.5881104	0.0214682	0.0214682	TRUE	0.0147964	0.0125874
WOR	(Intercept)	-0.0268581	0.0593247	-0.4527312	0.6576788	0.6576788	FALSE	0.0004594	-0.0017818
WOR	Season	0.0000135	0.0000295	0.4587550	0.6534512	0.6576788	FALSE	0.0004717	-0.0017694
WPF	(Intercept)	-0.0046830	0.0349191	-0.1341100	0.8952244	0.8970874	FALSE	0.0000403	-0.0022017
WPF	Season	0.0000023	0.0000174	0.1317104	0.8970874	0.8970874	FALSE	0.0000389	-0.0022032
WStl	(Intercept)	0.0242359	0.0297142	0.8156312	0.4283702	0.4283702	FALSE	0.0014894	-0.0007494
WStl	Season	-0.0000121	0.0000148	-0.8163197	0.4279893	0.4283702	FALSE	0.0014919	-0.0007469
WTO	(Intercept)	-0.0664736	0.0374461	-1.7751840	0.0976023	0.0991073	FALSE	0.0070161	0.0047897
WTO	Season	0.0000329	0.0000186	1.7664410	0.0991073	0.0991073	FALSE	0.0069476	0.0047210

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()

term_level1	term	estimate	std.error	statistic	p.value	p.value.fdr	sig.fdr.05	r.squared	adj.r.squared
LFTM	(Intercept)	-0.4991958	0.0695046	-7.182195	0.0000047	0.0000094	TRUE	0.1036688	0.1016591
WFGM2	(Intercept)	0.9541225	0.0672222	14.193552	0.0000000	0.0000000	TRUE	0.3111511	0.3096066
WFGM3	(Intercept)	0.8976138	0.0527406	17.019393	0.0000000	0.0000000	TRUE	0.3937415	0.3923821
WFTA	(Intercept)	0.1759447	0.0517373	3.400733	0.0043066	0.0043066	TRUE	0.0252751	0.0230896
WFTA	Season	-0.0000877	0.0000257	-3.407555	0.0042486	0.0043066	TRUE	0.0253740	0.0231887
WFTM	(Intercept)	0.5167625	0.0634495	8.144466	0.0000011	0.0000022	TRUE	0.1294713	0.1275194
WFTM	Season	0.0000817	0.0000316	2.588110	0.0214682	0.0214682	TRUE	0.0147964	0.0125874

March Madness 2019

Ekarin Eric Pongpipat, M.A.

Date

R Packages

Functions

Regular Season

Summary

Correlation Matrix

First-Level Analysis

Significant Only

Second-Level Analysis

Significant Only

NCAA Tourney

Summary

Correlation Matrix

First-Level Analysis

Significant Only

Second-Level Analysis

Significant Only

Combined

Summary

Correlation Matrix

First-Level Analysis

Significant Only

Second-Level Analysis

Significant Only